<?xml version="1.0" encoding="UTF-8"?><rss xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:content="http://purl.org/rss/1.0/modules/content/" xmlns:atom="http://www.w3.org/2005/Atom" version="2.0" xmlns:itunes="http://www.itunes.com/dtds/podcast-1.0.dtd" xmlns:googleplay="http://www.google.com/schemas/play-podcasts/1.0"><channel><title><![CDATA[The School of Knowledge]]></title><description><![CDATA[Weekly frameworks, checklists & operating manuals for SME owners and investors—read it Sunday, use it Monday.]]></description><link>https://www.theschoolofknowledge.net</link><image><url>https://substackcdn.com/image/fetch/$s_!_G-L!,w_256,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fec0e538b-0459-48c7-bdf4-b1bd557e7589_1280x1280.png</url><title>The School of Knowledge</title><link>https://www.theschoolofknowledge.net</link></image><generator>Substack</generator><lastBuildDate>Sun, 21 Jun 2026 17:15:41 GMT</lastBuildDate><atom:link href="https://www.theschoolofknowledge.net/feed" rel="self" type="application/rss+xml"/><copyright><![CDATA[Karl Butler]]></copyright><language><![CDATA[en]]></language><webMaster><![CDATA[theschoolofknowledge.info@gmail.com]]></webMaster><itunes:owner><itunes:email><![CDATA[theschoolofknowledge.info@gmail.com]]></itunes:email><itunes:name><![CDATA[The School of Knowledge]]></itunes:name></itunes:owner><itunes:author><![CDATA[The School of Knowledge]]></itunes:author><googleplay:owner><![CDATA[theschoolofknowledge.info@gmail.com]]></googleplay:owner><googleplay:email><![CDATA[theschoolofknowledge.info@gmail.com]]></googleplay:email><googleplay:author><![CDATA[The School of Knowledge]]></googleplay:author><itunes:block><![CDATA[Yes]]></itunes:block><item><title><![CDATA[How Netflix Upended an Industry]]></title><description><![CDATA[What counter-positioning and scale economies look like in business]]></description><link>https://www.theschoolofknowledge.net/p/how-netflix-upended-an-industry</link><guid isPermaLink="false">https://www.theschoolofknowledge.net/p/how-netflix-upended-an-industry</guid><dc:creator><![CDATA[The School of Knowledge]]></dc:creator><pubDate>Sun, 14 Jun 2026 15:38:10 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!8t4O!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb3729a78-9db5-4a7b-b616-e81c3382eeb4_1024x608.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p style="text-align: center;"><em>The School of Knowledge is the weekly newsletter for SME owners and investors who want frameworks they can actually use &#8212; frameworks, checklists, and operating manuals every weekend, built to read on Sunday and use on Monday.</em></p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.theschoolofknowledge.net/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe now&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.theschoolofknowledge.net/subscribe?"><span>Subscribe now</span></a></p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!8t4O!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb3729a78-9db5-4a7b-b616-e81c3382eeb4_1024x608.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!8t4O!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb3729a78-9db5-4a7b-b616-e81c3382eeb4_1024x608.png 424w, https://substackcdn.com/image/fetch/$s_!8t4O!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb3729a78-9db5-4a7b-b616-e81c3382eeb4_1024x608.png 848w, https://substackcdn.com/image/fetch/$s_!8t4O!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb3729a78-9db5-4a7b-b616-e81c3382eeb4_1024x608.png 1272w, https://substackcdn.com/image/fetch/$s_!8t4O!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb3729a78-9db5-4a7b-b616-e81c3382eeb4_1024x608.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!8t4O!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb3729a78-9db5-4a7b-b616-e81c3382eeb4_1024x608.png" width="1024" height="608" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/b3729a78-9db5-4a7b-b616-e81c3382eeb4_1024x608.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:&quot;normal&quot;,&quot;height&quot;:608,&quot;width&quot;:1024,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!8t4O!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb3729a78-9db5-4a7b-b616-e81c3382eeb4_1024x608.png 424w, https://substackcdn.com/image/fetch/$s_!8t4O!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb3729a78-9db5-4a7b-b616-e81c3382eeb4_1024x608.png 848w, https://substackcdn.com/image/fetch/$s_!8t4O!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb3729a78-9db5-4a7b-b616-e81c3382eeb4_1024x608.png 1272w, https://substackcdn.com/image/fetch/$s_!8t4O!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb3729a78-9db5-4a7b-b616-e81c3382eeb4_1024x608.png 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption"></figcaption></figure></div><p>Netflix has long been championed for seeing in DVDs what Blockbuster didn&#8217;t&#8212;the future. Their DVD-by-mail business was akin to what Jeff Bezos did to retail book stores when he created Amazon. Bezos transformed a capital-intense business model, requiring high capital expenditures and physical stores capable of offering a few thousand books, into a distribution network capable of delivering nigh on every book ever published. Netflix also had the self-awareness to look towards the horizon, and where the future was heading&#8212;digital streaming. Reed Hasting say&#8217;s in the foreward to 7 Powers:</p><blockquote><p><em>&#8220;The existential threat from Blockbuster was behind us, and we were on track to reach almost $1.7 billion in sales. These were hard-won advances, but even so our strategy challenges were no less daunting. The clock was ticking on our red envelope business, as DVDs by mail was clearly a transitional technology. And looming was the prospect of facing off against huge competitors with resources far beyond ours: Google, Amazon, Time Warner and Apple to name several.&#8221;</em></p></blockquote><p>DVD-by-mail, and digital streaming are two separate industries with their own economics, and the prospects of entering the digital streaming industry didn&#8217;t look all that appealing: IT costs were getting cheaper by the year; cloud storage was expanding and with it costs plummeting. The barrier for entry seemed to be getting lower&#8212;not higher, and so too was the prospect of Power: that which creates durable differential returns.</p><p>But, Reed Hastings and his team at Netflix were strategists. They knew it was only a matter of time that digital streaming would do to them, what they did to Blockbuster. They decided that if they were going to be killed anyway&#8212;they&#8217;d do it on their terms.</p><blockquote><p><em>&#8220;Any strategy framework, to be broadly useful to a business person, must address all <strong>key</strong> strategy issues within the organisation.&#8221;</em></p></blockquote><p>In 2007 Netflix tentatively entered the digital streaming industry by partnering with a <em>dizzying array</em> of electronic hardware specialists. But they didn&#8217;t bet the house and go all-in. They did the leg-work, allowed themself exposure to this emerging market, and gained the much needed experience before making any big moves. While smart, these tactics aren&#8217;t a strategy and any potential for Netflix to gain Power in this industry was at the very best muddy.</p><p>The way streaming worked back then was streaming platforms like Netflix negotiated for streaming rights of content with film studios. But, the film studios were astute and strategic custodians of their properties, and would split them up by geography, regions, release dates, contract length and so on in ways that benefitted them, not Netflix. It&#8217;s the equivalent of wanting to get a new iPhone where the contract provider determines the amount of minutes, text and data you get as well as the price and duration of the contract.</p><p>Netflix fought for scraps for 4 years, until in 2011 where they finally made their move. Ted Sarandos, Netflix&#8217;s Chief Content Officer, believed it vital that Netflix secure exclusive streaming rights to certain properties. It was exactly this type of thinking that would allow Netflix the potential to finally gain Power over the film studios: they were going to start creating originals. This shift&#8212;from being controlled by the film studios&#8212;to creating their own content was not only expensive, but risky. However, this move was as bold as it was ingenious.</p><p>This was a brazen attempt at counter-positioning and upending the status quo. Reed Hasting:</p><blockquote><p><em>&#8220;Throughout my business career I have often observed powerful incumbents, once lauded for their business acumen, failing to adjust to a new competitive reality. The result is always a stunning fall from grace. A superficial thinker might pin this on lack of vision and leadership. Not Hamilton. By inventing the concept of Counter-Positioning, he was able to peel back the layers to peer into the deeper reality of these situations. Rather than lacking vision, Hamilton established, these incumbents are in fact acting in an entirely predictable and economically rational way. Our earlier battle with Blockbuster bore out this notion.&#8221;</em></p></blockquote><p>The film studios <em>could</em> have copied Netflix into launching their own streaming platforms, but that would have meant cannibalising their already lucrative legacy business models (cinema releases, cable syndication, and DVD sales). The incumbents rational self-interest was Netflix&#8217;s moat. The collateral damage to their existing revenue stream made the net present value of copying Netflix at the time an unattractive prospect.</p><p>By taking this route, Netflix was now playing a different game. A game of one. Creating originals, such as the hit <em>House of Cards</em> (with that infamous Kevin Spacey look), and gaining exclusive rights to content, would mean that other streaming platforms would have to up their fixed-costs to compete with Netflix or <em>remain beholden to the whims of the film studios</em>. If <em>House of Cards</em> cost Netflix $100m and they had 30 million subscribers then the cost per customer was just over $3. If a competitor had only one million subscribers then the cost per customer to make the original would be $100. They created a 10m-high barrier where none was there before and told those who wanted to compete they&#8217;d have to pay up to do so. This radical shift in industry economics allowed Netflix to move away from the value-destroying commodity rat race they found themselves in, and created the path for another of Helmer&#8217;s Powers: Scale Economies.</p><p>The benefit for people using Netflix was clear: exclusive premium content, on demand, for a low subscription fee that can be cancelled at anytime. The more people that subscribed to Netflix, the more fixed costs they had to create original content.</p><p>If Netflix hadn&#8217;t made their move in 2011 who knows where they would be today, if anywhere at all. Disney, Amazon and Apple would all eventually all follow suit and create their own streaming platforms but it is Netflix who is still the clear market leader. They have over 325 million subscribers compared to their nearest competitor Amazon Prime Video&#8217;s 200m. Disney+ has 131m and Apple+ 45m.</p><p>Ultimately, Netflix&#8217;s transition from DVD-by-mail to digital streaming is a masterclass in structural strategy and the deliberate construction of Power. They recognised that simply participating in a market dictated by film studios was a tactical manoeuvre, not a strategy for enduring success. By boldly pivoting to original content, Netflix fundamentally altered the industry&#8217;s barrier conditions. They leveraged Counter-Positioning to paralyse incumbents&#8212;whose rational self-interest prevented them from cannibalising their own legacy models&#8212;buying Netflix the crucial runway needed to build insurmountable scale economies</p><p>Today&#8217;s subscriber numbers are more than just a testament to popular shows; they are the mathematical proof of a moat built on high fixed-costs and massive scale. Netflix proved that to escape a value-destroying commodity rat race, a company cannot just play the game better&#8212;it must possess the strategic foresight to rewrite the rules entirely.</p><div><hr></div><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.theschoolofknowledge.net/p/how-netflix-upended-an-industry?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.theschoolofknowledge.net/p/how-netflix-upended-an-industry?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.theschoolofknowledge.net/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe now&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.theschoolofknowledge.net/subscribe?"><span>Subscribe now</span></a></p><div><hr></div><h4>Sources</h4><ol><li><p><a href="https://7powers.com/">7 Powers book</a></p></li><li><p><a href="https://open.spotify.com/episode/6WHh5XDyAenPo0Zgickirm?si=b2e073df5b5c4d5c">7 Powers with Hamilton Helmer</a></p></li></ol><p></p><p></p>]]></content:encoded></item><item><title><![CDATA[Stop Optimising Everything: How to Design Business Systems That Don't Snap Under Pressure]]></title><description><![CDATA[Why efficiency taken too far becomes a liability]]></description><link>https://www.theschoolofknowledge.net/p/stop-optimising-everything-how-to-design-business-systems-that-dont-snap-under-pressure</link><guid isPermaLink="false">https://www.theschoolofknowledge.net/p/stop-optimising-everything-how-to-design-business-systems-that-dont-snap-under-pressure</guid><dc:creator><![CDATA[The School of Knowledge]]></dc:creator><pubDate>Sun, 07 Jun 2026 17:42:19 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!y6n5!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd74b055a-2cd8-4aea-8c09-f756a30cbf70_6000x4000.jpeg" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p style="text-align: center;"> <em>The School of Knowledge is the weekly newsletter for SME owners and investors who want frameworks they can actually use &#8212; frameworks, checklists, and operating manuals every weekend, built to read on Sunday and use on Monday.</em></p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.theschoolofknowledge.net/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe now&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.theschoolofknowledge.net/subscribe?"><span>Subscribe now</span></a></p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!y6n5!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd74b055a-2cd8-4aea-8c09-f756a30cbf70_6000x4000.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!y6n5!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd74b055a-2cd8-4aea-8c09-f756a30cbf70_6000x4000.jpeg 424w, https://substackcdn.com/image/fetch/$s_!y6n5!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd74b055a-2cd8-4aea-8c09-f756a30cbf70_6000x4000.jpeg 848w, https://substackcdn.com/image/fetch/$s_!y6n5!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd74b055a-2cd8-4aea-8c09-f756a30cbf70_6000x4000.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!y6n5!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd74b055a-2cd8-4aea-8c09-f756a30cbf70_6000x4000.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!y6n5!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd74b055a-2cd8-4aea-8c09-f756a30cbf70_6000x4000.jpeg" width="1456" height="971" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d74b055a-2cd8-4aea-8c09-f756a30cbf70_6000x4000.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:971,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:686278,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/jpeg&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://www.theschoolofknowledge.net/i/201020317?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd74b055a-2cd8-4aea-8c09-f756a30cbf70_6000x4000.jpeg&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!y6n5!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd74b055a-2cd8-4aea-8c09-f756a30cbf70_6000x4000.jpeg 424w, https://substackcdn.com/image/fetch/$s_!y6n5!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd74b055a-2cd8-4aea-8c09-f756a30cbf70_6000x4000.jpeg 848w, https://substackcdn.com/image/fetch/$s_!y6n5!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd74b055a-2cd8-4aea-8c09-f756a30cbf70_6000x4000.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!y6n5!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd74b055a-2cd8-4aea-8c09-f756a30cbf70_6000x4000.jpeg 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><h6 style="text-align: center;">Photo by <a href="https://www.pexels.com/photo/close-up-of-frayed-rope-on-green-background-29806627/">Barnabas Sani</a></h6><p>There&#8217;s a video doing the rounds at the minute of Steven Bartlett banging on about how a few glasses of wine wasted&#8212;no, <em>ruined</em>&#8212;three days of his life. I will refrain from passing judgement on how anybody can have such a sad view of reality, but the guy&#8217;s getting hammered for his (and others&#8217;) cultish pursuit of &#8216;optimisation.&#8217; Optimisation, once a word that got you appreciative nods from your boss in company meetings, is now a dirty&#8212;no, <em>boring</em>&#8212;word. In fact, it&#8217;s so boring a story I knew I had to use it as an opener to the third instalment of the <strong>How to Design the Systems That Run Your Business</strong> series, because it&#8217;s not just podcasters that fall prey to this type of thinking&#8212;so do businesses.</p><p>For part 1 click <a href="https://www.theschoolofknowledge.net/p/how-to-design-the-systems-that-run-your-business">here</a>, and for part 2 click <a href="https://www.theschoolofknowledge.net/p/where-to-draw-your-system-boundary">here</a>.</p><p>When you optimise for something in your business, what you&#8217;re really doing is cutting, trimming, or tightening something. Firming it up. What can look like &#8216;waste&#8217; though is often your lifeline in times of great stress. It&#8217;s like scraping lifeboats on a cruise ship so you can save on the fuel.</p><p><em>Efficiency taken to its extreme strangles the system it&#8217;s supposed to be optimising for.</em></p><h4>Over-optimisation: the efficiency trap</h4><p>Every cost-cutting programme, every consolidation of suppliers, and every operational optimisation tightens the system&#8217;s grip, leaving next to no margin for error. COVID-19 laid bare the ramifications of operational efficiency when taken to its extreme. Prior to COVID, most Western manufacturers practised just-in-time supply chains, and when the pandemic struck the impact was immediate and severe: Apple postponed product deliveries, Samsung and LG suspended production, Tesla closed factories, and US automotive inventory dropped from seventy-seven days of supply in January 2020 to fifty-five days by February 2021.</p><p>What Western commentary failed to grasp wasn&#8217;t that JIT supply chains are bad, but that their bastardised versions of it were. Toyota&#8217;s original conception of JIT, as practised within their Toyota Production System, relied on short, stable supply chains, production levelling, built-in quality control, and long-term thinking. It&#8217;s a learning system designed to make problems <em>visible</em> so that they can be solved. What Western companies were doing was offshoring work to low-cost suppliers, aggressively cutting inventory, increasing lead times, and removing any buffers for financial &#8216;optimisation.&#8217; <strong>Such are the pressures of having quarterly earnings calls.</strong></p><p>The difference between Toyota&#8217;s JIT model and Nissan&#8217;s was summed up by their COO, Ashwani Gupta: <em>The just-in-time model is designed for supply-chain efficiencies and economies of scale. The repercussions of an unprecedented crisis like COVID highlight the fragility of our supply-chain model.</em></p><p>I know you can&#8217;t just sit there and plan for pandemics, but if you&#8217;re going to remove your company&#8217;s emergency lifelines&#8212;and therefore increase the tension on your company&#8217;s proverbial elastic band&#8212;you shouldn&#8217;t be surprised when it snaps.</p><h4>Normal accidents and the governance paradox</h4><p>The Governance Paradox explains why system accidents aren&#8217;t anomalies but inevitable properties of the system&#8217;s structure.</p><p>Charles Perrow, a Yale sociologist, provided a theoretical framework for why some systems are inherently resistant to resilience engineering. In his 1984 book <em>Normal Accidents</em>, Perrow argued that when a system exhibits both <strong>interactive complexity</strong> (components interact in hidden, non-linear ways to produce unexpected failures) and <strong>tight coupling</strong> (processes happen fast, cannot be easily stopped, and leave no room for improvisation), accidents are not anomalies but inevitable properties of the system&#8217;s structure. He called them &#8220;normal accidents&#8221;&#8212;normal not because they are frequent, but because they are inherent.</p><p>For systems builders, this paradox is of great importance. Tight coupling must be centrally managed, where quick decisions can be made by those in charge. But, interactive complexity benefits from decentralised, slower decision-making as a consequence of novelty and informational delay. This might sound contradictory, but Perrow&#8217;s framework <em>predicted</em> the Chernobyl disaster two years before it happened. When you add complex safety systems to already complex systems, interactive complexity grows, not shrinks.</p><p>When you have systems that are tightly coupled <em>and</em> interactively complex, it creates an impossible governance issue.</p><p>When designing business systems, you cannot simply bolt on resilience to an already tightly coupled and interactively complex system. It must be designed in from the beginning, through modularity and loose coupling, to allow failures to remain local. Amazon took this paradox seriously when they created their <strong>&#8220;two-pizza teams&#8221;</strong>: no more than eight people&#8212;the number of slices you typically get from a takeaway pizza&#8212;when they decomposed their monolithic codebase into microservices. If one team failed, it remained local and allowed the others to keep operating rather than bringing the whole house down with them.</p><p>So how can you build resilience into your systems?</p><h4>The four structural features of resilient systems</h4><p>Resilient systems have four structural features: they have excess capacity in the form of redundancy; there is no single point of failure in the business; they diversify away risk; and they have internal buffers capable of absorbing external variety.</p><ul><li><p><strong>Redundancy</strong> means having more capacity than you would normally need in the event of unforeseen circumstances. In 2011, Japan was ravaged by an earthquake that damaged a nuclear reactor in Fukushima. Toyota&#8217;s supply chain was devastated and it took them six months to restore production outside of Japan. The reason it took so long was that Toyota couldn&#8217;t even name all of its sub-tier contractors, let alone contact them. Toyota conducted a comprehensive vulnerability assessment that identified up to 1,200 parts and materials that could potentially be affected by future disruptions. They drew up a list of 500 priority items to be secured with suppliers&#8212;including two to six months&#8217; worth of semiconductors. When the global 2021 chip shortage hit, Toyota was the best-positioned automaker in the world, overtaking General Motors in sales for the first time.</p></li><li><p><strong>Modularity</strong> means designing systems that can absorb local points of failure without cascading. Haier, the Chinese appliance manufacturer, took this principle to its extreme under the leadership of Zhang Ruimin. From 2005 to 2012, Zhang eliminated over 12,000 middle management positions and reduced its hierarchical layers from twelve to three. The entire company was reorganised into some 4,000 micro-enterprises, each consisting of ten to fifteen people, with hiring, strategy, and compensation packages left for them to decide. Multiple micro-enterprises linked together to form ecosystems of micro-communities that share common goals but remain operationally independent. Zhang is quoted as describing his transformation as <em>&#8220;changing a whole garden into a rainforest.&#8221;</em> The resilience logic is straightforward: if one micro-enterprise fails, it doesn&#8217;t kill the rainforest.</p></li><li><p><strong>Diversity</strong> ensures that the system&#8217;s components are not all vulnerable to the same failure mode. A portfolio of different suppliers spread across different regions or geographies, a leadership team with different cognitive skills, a technology stack that does not rely on a single vendor&#8212;these are all expressions of diversity as a resilience strategy. This connects directly to Ashby&#8217;s Law: a system with greater internal variety is better able to withstand external variety when circumstances change.</p></li><li><p><strong>Buffers</strong> offer a cushion and a lifeline. Cash is the easiest tangible buffer there is. When companies don&#8217;t have cash&#8212;especially in downturns&#8212;they are headed to the company graveyard. When Toyota stockpiled six months&#8217; worth of semiconductors, it might have looked like waste to some. But you don&#8217;t want to realise you need something, only to realise it&#8217;s too late.</p></li></ul><h4>The role of slack: apparent waste as structural insurance</h4><p><strong>Organisational slack might look like structural inefficiency to one person, but opportunity&#8212;or </strong><em><strong>insurance</strong></em><strong>&#8212;to another.</strong> It takes on many forms: redundant employees, unused capacity, unexploited opportunities, discretionary budgets, and unstructured time.</p><p>In 1948, 3M&#8217;s <em>fifteen per cent</em> policy allowed its employees to devote a portion of their paid working hours to self-directed, unfunded, and unmanaged projects. It directly led to Spencer Silver&#8217;s Post-it Note invention in 1968, which was then commercialised in 1980 by Art Fry. Google, inspired by 3M&#8217;s approach, not only adopted this policy but bettered it to twenty per cent. This reportedly led to Gmail, AdSense, and Google Earth.</p><p>The purpose of organisational slack isn&#8217;t to act as a buffer to take your foot off the pedal, but to allow employees to explore their curiosity in the hope of it producing something tangible for your organisation. You&#8217;re dedicating time and care to your <em>future</em> business. Nick Sleep famously had &#8216;thinking sessions&#8217; on Friday afternoons, and he did alright.</p><h4>Stress-testing before reality does it for you</h4><p>If resilience must be designed in, it must also be tested before a real crisis does the testing for you. Three methods stand out for their practical effectiveness. They are particularly effective because, as Daniel Kahneman said, teams suffer from WYSIATI (<strong>What You See Is All There Is</strong>) and fall prey to groupthink once a decision is made. These methods go some way in actively hunting for blind spots.</p><ul><li><p><strong>Red teaming</strong> designates an individual or team to purposefully attack a strategy to find its vulnerabilities, blind spots, or poorly constructed assumptions. The concept&#8217;s roots date back to the Vatican&#8217;s <em>Advocatus Diaboli</em>&#8212;meaning devil&#8217;s advocate. The history of red teaming is littered with examples of it in use: after intelligence failures during the 1973 Yom Kippur War, Israel developed the <strong>&#8220;Tenth Man Rule.&#8221; </strong>When all analysts agree, a designated person must disagree and explore alternatives. The US Army formalised the discipline in 2004 at the University of Foreign Military and Cultural Studies at Fort Leavenworth. Netflix&#8217;s Chaos Monkey, created in 2010, is an infrastructure version of red teaming in action. When the company was migrating to AWS in 2012, a script ran continuously that randomly terminated server instances during business hours. The philosophy was clear: <em>the best way to avoid failure is to fail consistently.</em></p></li><li><p><strong>Scenario planning</strong> is a strategic framework for creating and analysing multiple possible futures to prepare for uncertainty. The concept was pioneered by Pierre Wack at Royal Dutch Shell in 1971 and does not attempt to predict the future, but rather to expand the range of futures an organisation can perceive and prepare for. This very concept prepared Royal Dutch Shell for the October 1973 oil crisis, after a three-hour presentation by Wack in September 1972 had outlined precisely such a scenario, turning the company from an ugly sister to a behemoth.</p></li><li><p><strong>The Premortem</strong> removes complacent thinking by forcing genuine quality analysis. When organisations and businesses make plans, they&#8217;re usually optimistic with risk analysis done as an afterthought: <em>&#8220;we think this will work, but let&#8217;s consider some risks.&#8221;</em> The problem with this type of thinking is that people stay overly optimistic, self-censor, and don&#8217;t want to seem negative&#8212;especially in group settings. The Premortem takes a page from Charlie Munger&#8217;s preference for inversion and starts at failure. When a plan is near being finalised, instead of identifying potential risks for the sake of it, Gary Klein proposes giving a short speech that goes something like this: <em>&#8220;It&#8217;s a year from now and the plan has miserably failed. What happened?&#8221;</em> It shifts the thinking exercise from <em>theoretical</em> to <em>factual. </em></p></li></ul><h4>Final thoughts and the barbell strategy</h4><p>Systems need room to expand and contract and over-optimising everything down to the tenth degree puts stress on a system. Stress that at some point, is bound to fail. If you need evidence that businesses can&#8217;t handle indefinitely growing stress, you need only look at biology for what stress can do to a human body and mind when overworked. Or just ask poor Steven.</p><p>Operationalising this framework relies on one last piece of the puzzle: Nassim Taleb&#8217;s <strong>Barbell Strategy</strong>. You build buffers into your system and use scenario planning, red teaming, and premortems to avoid ruin. But you also use organisational slack for small trial-and-error bets that won&#8217;t blow up the company if they fail&#8212;but can produce meaningful upside if they come off.</p><p><em>Until next time,</em> Karl.</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.theschoolofknowledge.net/p/stop-optimising-everything-how-to-design-business-systems-that-dont-snap-under-pressure?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.theschoolofknowledge.net/p/stop-optimising-everything-how-to-design-business-systems-that-dont-snap-under-pressure?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p><p class="button-wrapper" 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Knowledge]]></dc:creator><pubDate>Tue, 12 May 2026 18:42:23 GMT</pubDate><enclosure url="https://images.unsplash.com/photo-1501770118606-b1d640526693?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwxMXx8aGVscHxlbnwwfHx8fDE3Nzg2MDY2MzJ8MA&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080" length="0" type="image/jpeg"/><content:encoded><![CDATA[<div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://images.unsplash.com/photo-1501770118606-b1d640526693?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwxMXx8aGVscHxlbnwwfHx8fDE3Nzg2MDY2MzJ8MA&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" 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help.</figcaption></figure></div><p style="text-align: center;"><em>The School of Knowledge is the weekly newsletter for SME owners and investors who want frameworks they can actually use &#8212; frameworks, checklists, and operating manuals every weekend, built to read on Sunday and use on Monday.</em></p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.theschoolofknowledge.net/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe now&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.theschoolofknowledge.net/subscribe?"><span>Subscribe now</span></a></p><div><hr></div><p>I made some <a href="https://www.theschoolofknowledge.net/p/the-next-chapter">changes</a> to the School of Knowledge in January, and while I love Substack, it doesn&#8217;t give me a perfect picture of what my audience wants. Sure, there&#8217;s click-through rates, audience growth and engagement metrics to measure, but Substack routinely likes to remind people that they might be having &#8216;issues&#8217; with metrics, and what you see might not exactly be the truth. </p><p>I planned to check in with subscribers of the School of Knowledge every few months to make sure both our interests are aligned. I have a habit of being distracted. Unfortunately I got ill&#8212;quite ill actually&#8212;shortly after releasing my vision for the year that was also followed up by surgery on my hip after tearing my cartilage. My illness from January is still ever-present with regular hospital visits and potential procedures still not of the table. It&#8217;s left me exhausted&#8212;but writing offers me not only a distraction&#8212;but a way to gain clarity. It helps turn my incoherent scattered thoughts, into coherent understanding. That&#8217;s the idea anyway.</p><p>But I&#8217;m still not a mind reader.</p><p>I can see what gets opened, what gets shared, and what gets read to the end. What I can&#8217;t see is <em>why</em>. I can&#8217;t see which essays changed how you think about a decision you were making. I can&#8217;t see which ones you forwarded to a partner or a colleague. I can&#8217;t see what you wish I&#8217;d write more of&#8212;or, more usefully, less of.</p><p>So I&#8217;m asking directly.</p><p>This poll takes about 10 minutes. All questions are optional, but I&#8217;d appreciate it if you could answer them all. <strong>Four questions are for paid members only</strong>, although the survey doesn&#8217;t differentiate between questions for <em>free</em> and <em>paid</em> subscribers, so again I&#8217;d appreciate it if free subscribers don&#8217;t answer them questions. The questions have (paid members only) in the question text so are easy to spot. 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data-attrs="{&quot;url&quot;:&quot;https://www.theschoolofknowledge.net/p/claim-a-free-paid-subscription-to-the-school-of-knowledge?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.theschoolofknowledge.net/p/claim-a-free-paid-subscription-to-the-school-of-knowledge?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p><p></p>]]></content:encoded></item><item><title><![CDATA[The Premortem: The 6-Step Framework That Increases Your Ability to Spot Business Failure by 30%]]></title><description><![CDATA[Why smart teams still make bad decisions &#8212; and the 10-minute exercise that fixes It]]></description><link>https://www.theschoolofknowledge.net/p/the-premortem-the-6-step-framework-that-increases-your-ability-to-spot-business-failure-by-30</link><guid isPermaLink="false">https://www.theschoolofknowledge.net/p/the-premortem-the-6-step-framework-that-increases-your-ability-to-spot-business-failure-by-30</guid><dc:creator><![CDATA[The School of Knowledge]]></dc:creator><pubDate>Sun, 10 May 2026 15:03:39 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!8vKS!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F809c1b9f-ee45-4326-8a95-82d4b8c9f3c3_1200x630.jpeg" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p style="text-align: center;"><em>The School of Knowledge is the weekly newsletter for SME owners and investors who want frameworks they can actually use &#8212; frameworks, checklists, and operating manuals every weekend, built to read on Sunday and use on Monday.</em></p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.theschoolofknowledge.net/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe 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srcset="https://substackcdn.com/image/fetch/$s_!8vKS!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F809c1b9f-ee45-4326-8a95-82d4b8c9f3c3_1200x630.jpeg 424w, https://substackcdn.com/image/fetch/$s_!8vKS!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F809c1b9f-ee45-4326-8a95-82d4b8c9f3c3_1200x630.jpeg 848w, https://substackcdn.com/image/fetch/$s_!8vKS!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F809c1b9f-ee45-4326-8a95-82d4b8c9f3c3_1200x630.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!8vKS!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F809c1b9f-ee45-4326-8a95-82d4b8c9f3c3_1200x630.jpeg 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><div><hr></div><p>In the landmark book on cognitive science, <em>Thinking Fast and Slow</em>, Daniel Kahneman asked a simple question: <em><strong>can overconfident optimism be overcome by training?</strong></em> He didn&#8217;t think so. The main reason is that overconfidence in individuals is a feature of system 1 that can be <em>tamed</em>&#8212;but not gotten rid of. The main obstacle was that</p><blockquote><p><em>subjective confidence is determined by the coherence of the story one has constructed, not by the quality and amount of the information that supports it.</em></p></blockquote><p>Twenty-five <em>very</em> dangerous words.</p><p>Is he saying our brains, or rather&#8212;system 1&#8212;deliberately prefers quick, easy-to-digest, and familiar solutions over the quality of supporting information? If you take a second to think about that question before you answer (using your more deliberate and analytical system 2), you&#8217;ll likely come to the conclusion that you agree. To disagree would be to go against decades of cognitive science.</p><p>But Daniel Kahneman did acknowledge that where it is difficult for an individual to mitigate this lapse in judgement&#8212;Gary Klein&#8216;s Premortem offered businesses and organisations an analytical framework that <strong>increased their ability to spot potential problems by up to 30%.</strong></p><h4>Premortem as risk diagnostic tool</h4><p>When organisations and businesses make plans they&#8217;re usually optimistic, with risk analysis done as an afterthought: <em>&#8220;we think this will work, but let&#8217;s consider some risks.&#8221;</em> The problem with this type of thinking is that people stay overly optimistic, self-censor, and don&#8217;t want to seem negative&#8212;especially in group settings. The premortem takes a page from Charlie Munger&#8216;s preference for <a href="https://open.substack.com/pub/karlbutler/p/a-lot-of-good-business-decisions-is-just-figuring-out-what-you-dont-want?r=11mpij&amp;utm_campaign=post-expanded-share&amp;utm_medium=web">inversion</a> and starts at failure. When the plan is near being finalised, instead of identifying potential risks for the sake of it, Klein proposes to give a short speech that goes something like this: <em>&#8220;It&#8217;s a year from now and the plan has miserably failed. What happened?&#8221;</em> It shifts the thinking exercise from <em>theoretical</em>&#8212;to <em>factual.</em></p><p>The premortem has two main advantages: 1) it goes some way to eliminating <a href="https://www.theschoolofknowledge.net/p/how-to-be-independent-and-break-free-from-the-herd?utm_source=publication-search">group think</a>, and 2) it helps steer knowledgeable individuals in a much needed direction. Let&#8217;s go through the six-step process of how to conduct a premortem, including an example from my own business.</p><ol><li><p><strong>Brief the team just before commitment</strong></p></li></ol><p>Run the premortem when plans feel finished, but resources have not yet been allocated. Too soon and the plan won&#8217;t feel concrete enough. Too late and you&#8217;ll be battling with the <a href="https://open.substack.com/pub/karlbutler/p/how-to-avoid-the-trappings-of-the-sunk-cost-fallacy?r=11mpij&amp;utm_campaign=post-expanded-share&amp;utm_medium=web">Sunk Cost Fallacy</a>. For my construction business, this could be at the end of finalising a tender&#8212;especially if the client is new, or if the tender sum is larger than our average bid. This shifts our thinking from <em>&#8220;we need to start looking at our resources and capacity in the event that we win the tender&#8221;</em> to <em>&#8220;the job was a complete write-off and we need to desperately fix what&#8217;s happened.&#8221;</em></p><ol start="2"><li><p><strong>State the failure as fact</strong></p></li></ol><p>The statement of failure as a <em>fact</em> is critical. You&#8217;re not saying this <em>might</em> fail&#8212;you&#8217;re saying it <strong>has failed badly</strong>&#8212;and you want to know why. Ask each of the individuals to write down as many reasons they can think of for why it failed. It&#8217;s important that people know that nothing should be off the table in regards to why the failure has happened. It also shouldn&#8217;t feel, or be taken personally, with inflammatory language left out.</p><ol start="3"><li><p><strong>Everyone writes alone</strong></p></li></ol><p>No discussion. No group influence. Each person must generate their own opinions as to why the plan has failed. This is what separates the premortem from brainstorming and prevents the power of the first person&#8217;s words <a href="https://open.substack.com/pub/karlbutler/p/the-anchoring-effect?r=11mpij&amp;utm_campaign=post-expanded-share&amp;utm_medium=web">anchoring</a> the group. If you need to, go in separate rooms. There&#8217;s always a cheater!</p><ol start="4"><li><p><strong>Round-robin: one reason per person per round</strong></p></li></ol><p>Each person takes it in turns to list one risk from their list. Have a facilitator note down all the risks and ensure nobody passes judgement as people are talking. This surfaces minority views that might not have had the opportunity in open discussion.</p><ol start="5"><li><p><strong>Group by failure type</strong></p></li></ol><p>Sort the reasons for failure into topics that best describe your situation. For example: execution failures (we didn&#8217;t do what we planned), assumption failures (our model of the world was wrong), external shocks (something happened we didn&#8217;t anticipate), and political failures (internal dynamics undermined the work). Pay attention to potential risks that have been flagged several times, cluster around a particular group type&#8212;such as execution&#8212;and especially reasons that leave the room in complete silence.</p><ol start="6"><li><p><strong>Amend the plan</strong></p></li></ol><p>For each high-priority failure reason, amend the plan, add a monitoring signal where possible, or explicitly accept the risk with your eyes wide open. Update, or create, your Risk Register for this plan, and add 3&#8211;5 concrete plan changes to mitigate those risks.</p><h4>Why it works</h4><p><strong>Prospective hindsight lifts stated probability by 30%.</strong> I absolutely hate <a href="https://open.substack.com/pub/karlbutler/p/3-ways-we-fool-ourselves?r=11mpij&amp;utm_campaign=post-expanded-share&amp;utm_medium=web">hindsight bias</a> and it does something to my soul when people say <em>&#8220;hindsight&#8217;s a wonderful thing.&#8221;</em> Not least because it&#8217;s so obviously true, but because it doesn&#8217;t help you in any way at all. But Klein&#8217;s research found that imagining an event has already occurred makes people significantly better at identifying reasons it happened. Again, it&#8217;s important to reiterate: we&#8217;re not eliminating poor judgement, but limiting it. I&#8217;d take reducing poor decision-making by 30% any day&#8212;especially if all it took was a 10&#8211;20 minute exercise.</p><p><strong>It gives permission to voice doubt without being disloyal.</strong> In most teams, raising concerns about a plan reads as opposition or negativity. The premortem reframes it as a contribution&#8212;you&#8217;re helping explain a failure that&#8217;s already happened, not undermining a decision being made. Risk management consultants get paid small fortunes from large corporations, organisations, and governments to remove risk&#8212;especially risk that comes with large financial implications.</p><p><strong>It surfaces <a href="https://www.theschoolofknowledge.net/p/the-rumsfeld-matrix-explained?utm_source=publication-search">Unknown Knowns</a>&#8212;tacit doubts that exist but aren&#8217;t spoken.</strong> The engineer who privately worries about a technical assumption, the salesperson who knows a client relationship is more fragile than the CRM shows&#8212;the premortem creates the structural conditions for those people to speak. It is specifically designed to surface quadrant III&#8212;unknown knowns. It can&#8217;t find quadrant IV (unknown unknowns, by definition), but it is extremely good at finding things the team collectively knows but hasn&#8217;t said aloud. Which is usually where the real risk lives.</p><div><hr></div><h4>How to run a Premortem in Claude</h4><p>As part of my paid membership offering, where possible, I turn the mental models, concepts, and frameworks we learn into playbooks, article series, PDFs, worksheets, and other tools for practical people to deploy. For the premortem, I&#8217;ve created a generator whereby you plug in your project plan or decision and it conducts a premortem analysis for you&#8212;highlighting the six main risks in ranked order, proposals to mitigate them, and a revised plan you can print or download as a PDF.</p><p>Below, I used the premortem to better understand the risks of tendering for a project that is equal to 60% of last year&#8217;s revenue.</p><h6><em><strong>*Project or decision:</strong> tendering for a project that&#8217;s equivalent to 60% of last year&#8217;s revenue.</em></h6><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!JoaJ!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff0c8586e-68c2-4797-89f6-ea3895253bec_1070x1614.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!JoaJ!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff0c8586e-68c2-4797-89f6-ea3895253bec_1070x1614.png 424w, https://substackcdn.com/image/fetch/$s_!JoaJ!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff0c8586e-68c2-4797-89f6-ea3895253bec_1070x1614.png 848w, https://substackcdn.com/image/fetch/$s_!JoaJ!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff0c8586e-68c2-4797-89f6-ea3895253bec_1070x1614.png 1272w, https://substackcdn.com/image/fetch/$s_!JoaJ!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff0c8586e-68c2-4797-89f6-ea3895253bec_1070x1614.png 1456w" sizes="100vw"><img 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https://substackcdn.com/image/fetch/$s_!Q-No!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9c03454b-dca8-4dc1-beb2-2c7ae7d659cc_1246x1662.png 848w, https://substackcdn.com/image/fetch/$s_!Q-No!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9c03454b-dca8-4dc1-beb2-2c7ae7d659cc_1246x1662.png 1272w, https://substackcdn.com/image/fetch/$s_!Q-No!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9c03454b-dca8-4dc1-beb2-2c7ae7d659cc_1246x1662.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Q-No!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9c03454b-dca8-4dc1-beb2-2c7ae7d659cc_1246x1662.png" width="1246" height="1662" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/9c03454b-dca8-4dc1-beb2-2c7ae7d659cc_1246x1662.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1662,&quot;width&quot;:1246,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:349806,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.theschoolofknowledge.net/i/197020231?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9c03454b-dca8-4dc1-beb2-2c7ae7d659cc_1246x1662.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!Q-No!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9c03454b-dca8-4dc1-beb2-2c7ae7d659cc_1246x1662.png 424w, https://substackcdn.com/image/fetch/$s_!Q-No!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9c03454b-dca8-4dc1-beb2-2c7ae7d659cc_1246x1662.png 848w, https://substackcdn.com/image/fetch/$s_!Q-No!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9c03454b-dca8-4dc1-beb2-2c7ae7d659cc_1246x1662.png 1272w, https://substackcdn.com/image/fetch/$s_!Q-No!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9c03454b-dca8-4dc1-beb2-2c7ae7d659cc_1246x1662.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>The Premortem as a risk mitigation framework excels because it draws on multiple knowledgeable people&#8217;s expertise&#8212;but for decisions <em>you</em> have to make <em>alone</em>, or if you want a quick analysis, the generator works great.</p><p>The concept and framework provided are free for all subscribers, but the tool is for paid members of the community which you can access below via the link.</p><h4>How to access the Premortem generator</h4>
      <p>
          <a href="https://www.theschoolofknowledge.net/p/the-premortem-the-6-step-framework-that-increases-your-ability-to-spot-business-failure-by-30">
              Read more
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      </p>
   ]]></content:encoded></item><item><title><![CDATA[Visually Understand Anything In Claude]]></title><description><![CDATA[Accelerate your learning by seeing things clearly]]></description><link>https://www.theschoolofknowledge.net/p/visually-understand-anything-in-claude</link><guid isPermaLink="false">https://www.theschoolofknowledge.net/p/visually-understand-anything-in-claude</guid><dc:creator><![CDATA[The School of Knowledge]]></dc:creator><pubDate>Sun, 03 May 2026 09:01:39 GMT</pubDate><enclosure url="https://images.unsplash.com/photo-1512099053734-e6767b535838?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwxfHxnbGFzc2VzfGVufDB8fHx8MTc3NzcwMjUxMHww&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080" length="0" type="image/jpeg"/><content:encoded><![CDATA[<div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://images.unsplash.com/photo-1512099053734-e6767b535838?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwxfHxnbGFzc2VzfGVufDB8fHx8MTc3NzcwMjUxMHww&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://images.unsplash.com/photo-1512099053734-e6767b535838?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwxfHxnbGFzc2VzfGVufDB8fHx8MTc3NzcwMjUxMHww&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080 424w, https://images.unsplash.com/photo-1512099053734-e6767b535838?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwxfHxnbGFzc2VzfGVufDB8fHx8MTc3NzcwMjUxMHww&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080 848w, https://images.unsplash.com/photo-1512099053734-e6767b535838?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwxfHxnbGFzc2VzfGVufDB8fHx8MTc3NzcwMjUxMHww&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080 1272w, https://images.unsplash.com/photo-1512099053734-e6767b535838?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwxfHxnbGFzc2VzfGVufDB8fHx8MTc3NzcwMjUxMHww&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080 1456w" sizes="100vw"><img src="https://images.unsplash.com/photo-1512099053734-e6767b535838?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwxfHxnbGFzc2VzfGVufDB8fHx8MTc3NzcwMjUxMHww&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080" width="5000" height="3984" 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srcset="https://images.unsplash.com/photo-1512099053734-e6767b535838?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwxfHxnbGFzc2VzfGVufDB8fHx8MTc3NzcwMjUxMHww&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080 424w, https://images.unsplash.com/photo-1512099053734-e6767b535838?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwxfHxnbGFzc2VzfGVufDB8fHx8MTc3NzcwMjUxMHww&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080 848w, https://images.unsplash.com/photo-1512099053734-e6767b535838?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwxfHxnbGFzc2VzfGVufDB8fHx8MTc3NzcwMjUxMHww&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080 1272w, https://images.unsplash.com/photo-1512099053734-e6767b535838?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwxfHxnbGFzc2VzfGVufDB8fHx8MTc3NzcwMjUxMHww&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">Photo by <a href="https://unsplash.com/@budsilva">Bud Silva</a></figcaption></figure></div><div class="callout-block" data-callout="true"><p style="text-align: center;"><em>The School of Knowledge is the weekly newsletter for SME owners and investors who want frameworks they can actually use &#8212; frameworks, checklists, and operating manuals every weekend, built to read on Sunday and use on Monday.</em></p></div><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.theschoolofknowledge.net/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe now&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.theschoolofknowledge.net/subscribe?"><span>Subscribe now</span></a></p><div><hr></div><p>We all have different ways of learning; some of us prefer text, some instruction, and others visually. I naturally prefer reading text at the start of learning a new topic or concept, prefer instruction when i&#8217;m trying to put that thing to action, and default to visuals when trying to understand something after getting stuck. </p><p>Claude is great for learning visually now that it can create interactive artifacts and has been helping me better understand some of the recent topics i&#8217;ve been writing about, such, as <em>how to understand financial statements </em>and <em>Viable Systems Models (VSM),</em> and i want to give you the prompt i&#8217;ve been using today. But first, lets see it in action by asking Claude to help me understand VSM, the Rumsfeld Matrix and produce an interactive compound growth calculator. </p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!0sWq!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8f88ecb8-a111-4b64-8215-0408b7b7429c_1312x486.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!0sWq!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8f88ecb8-a111-4b64-8215-0408b7b7429c_1312x486.png 424w, 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srcset="https://substackcdn.com/image/fetch/$s_!0sWq!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8f88ecb8-a111-4b64-8215-0408b7b7429c_1312x486.png 424w, https://substackcdn.com/image/fetch/$s_!0sWq!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8f88ecb8-a111-4b64-8215-0408b7b7429c_1312x486.png 848w, https://substackcdn.com/image/fetch/$s_!0sWq!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8f88ecb8-a111-4b64-8215-0408b7b7429c_1312x486.png 1272w, https://substackcdn.com/image/fetch/$s_!0sWq!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8f88ecb8-a111-4b64-8215-0408b7b7429c_1312x486.png 1456w" sizes="100vw"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!10go!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1590578a-6f09-497f-bb8b-6e67738f5a2a_856x1552.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!10go!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1590578a-6f09-497f-bb8b-6e67738f5a2a_856x1552.png 424w, https://substackcdn.com/image/fetch/$s_!10go!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1590578a-6f09-497f-bb8b-6e67738f5a2a_856x1552.png 848w, https://substackcdn.com/image/fetch/$s_!10go!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1590578a-6f09-497f-bb8b-6e67738f5a2a_856x1552.png 1272w, https://substackcdn.com/image/fetch/$s_!10go!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1590578a-6f09-497f-bb8b-6e67738f5a2a_856x1552.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!10go!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1590578a-6f09-497f-bb8b-6e67738f5a2a_856x1552.png" width="856" height="1552" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/1590578a-6f09-497f-bb8b-6e67738f5a2a_856x1552.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1552,&quot;width&quot;:856,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:338985,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.theschoolofknowledge.net/i/196288878?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1590578a-6f09-497f-bb8b-6e67738f5a2a_856x1552.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!10go!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1590578a-6f09-497f-bb8b-6e67738f5a2a_856x1552.png 424w, https://substackcdn.com/image/fetch/$s_!10go!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1590578a-6f09-497f-bb8b-6e67738f5a2a_856x1552.png 848w, https://substackcdn.com/image/fetch/$s_!10go!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1590578a-6f09-497f-bb8b-6e67738f5a2a_856x1552.png 1272w, https://substackcdn.com/image/fetch/$s_!10go!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1590578a-6f09-497f-bb8b-6e67738f5a2a_856x1552.png 1456w" sizes="100vw"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>I then moved on to ask Claude to explain the Rumsfeld Matrix:</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!3Klx!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5cd3fd19-06d6-4b93-bd3c-e294e01188b7_1230x1416.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!3Klx!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5cd3fd19-06d6-4b93-bd3c-e294e01188b7_1230x1416.png 424w, https://substackcdn.com/image/fetch/$s_!3Klx!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5cd3fd19-06d6-4b93-bd3c-e294e01188b7_1230x1416.png 848w, https://substackcdn.com/image/fetch/$s_!3Klx!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5cd3fd19-06d6-4b93-bd3c-e294e01188b7_1230x1416.png 1272w, https://substackcdn.com/image/fetch/$s_!3Klx!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5cd3fd19-06d6-4b93-bd3c-e294e01188b7_1230x1416.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!3Klx!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5cd3fd19-06d6-4b93-bd3c-e294e01188b7_1230x1416.png" width="1230" height="1416" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/5cd3fd19-06d6-4b93-bd3c-e294e01188b7_1230x1416.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1416,&quot;width&quot;:1230,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:383561,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.theschoolofknowledge.net/i/196288878?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F598db3b9-50f3-4f27-94f7-b7fa78c41fcb_1230x1416.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!3Klx!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5cd3fd19-06d6-4b93-bd3c-e294e01188b7_1230x1416.png 424w, https://substackcdn.com/image/fetch/$s_!3Klx!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5cd3fd19-06d6-4b93-bd3c-e294e01188b7_1230x1416.png 848w, https://substackcdn.com/image/fetch/$s_!3Klx!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5cd3fd19-06d6-4b93-bd3c-e294e01188b7_1230x1416.png 1272w, https://substackcdn.com/image/fetch/$s_!3Klx!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5cd3fd19-06d6-4b93-bd3c-e294e01188b7_1230x1416.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>The &#8216;UNKNOWN&#8217; category at the bottom was misplaced, but this time Claude produced a clickable quadrant where you could further explore one of the categories by clicking on it. I clicked &#8216;unknown unknown.&#8217;</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!CXsf!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F33aa53a2-fb0d-49ea-a847-6ff32489b091_1254x600.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!CXsf!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F33aa53a2-fb0d-49ea-a847-6ff32489b091_1254x600.png 424w, https://substackcdn.com/image/fetch/$s_!CXsf!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F33aa53a2-fb0d-49ea-a847-6ff32489b091_1254x600.png 848w, https://substackcdn.com/image/fetch/$s_!CXsf!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F33aa53a2-fb0d-49ea-a847-6ff32489b091_1254x600.png 1272w, https://substackcdn.com/image/fetch/$s_!CXsf!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F33aa53a2-fb0d-49ea-a847-6ff32489b091_1254x600.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!CXsf!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F33aa53a2-fb0d-49ea-a847-6ff32489b091_1254x600.png" width="1254" height="600" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/33aa53a2-fb0d-49ea-a847-6ff32489b091_1254x600.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:600,&quot;width&quot;:1254,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:161575,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.theschoolofknowledge.net/i/196288878?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F33aa53a2-fb0d-49ea-a847-6ff32489b091_1254x600.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!CXsf!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F33aa53a2-fb0d-49ea-a847-6ff32489b091_1254x600.png 424w, https://substackcdn.com/image/fetch/$s_!CXsf!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F33aa53a2-fb0d-49ea-a847-6ff32489b091_1254x600.png 848w, https://substackcdn.com/image/fetch/$s_!CXsf!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F33aa53a2-fb0d-49ea-a847-6ff32489b091_1254x600.png 1272w, https://substackcdn.com/image/fetch/$s_!CXsf!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F33aa53a2-fb0d-49ea-a847-6ff32489b091_1254x600.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>Claude then produced another static visual. Again, there was a small error as Blockbuster went bankrupt in 2010 not 2009, but you can just let Claude know and it will fix it. </p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!lIqJ!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F14460759-0d0b-4527-9122-786ff7769d1e_1226x1434.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!lIqJ!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F14460759-0d0b-4527-9122-786ff7769d1e_1226x1434.png 424w, https://substackcdn.com/image/fetch/$s_!lIqJ!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F14460759-0d0b-4527-9122-786ff7769d1e_1226x1434.png 848w, https://substackcdn.com/image/fetch/$s_!lIqJ!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F14460759-0d0b-4527-9122-786ff7769d1e_1226x1434.png 1272w, https://substackcdn.com/image/fetch/$s_!lIqJ!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F14460759-0d0b-4527-9122-786ff7769d1e_1226x1434.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!lIqJ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F14460759-0d0b-4527-9122-786ff7769d1e_1226x1434.png" width="1226" height="1434" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/14460759-0d0b-4527-9122-786ff7769d1e_1226x1434.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1434,&quot;width&quot;:1226,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:300092,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.theschoolofknowledge.net/i/196288878?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F14460759-0d0b-4527-9122-786ff7769d1e_1226x1434.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!lIqJ!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F14460759-0d0b-4527-9122-786ff7769d1e_1226x1434.png 424w, https://substackcdn.com/image/fetch/$s_!lIqJ!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F14460759-0d0b-4527-9122-786ff7769d1e_1226x1434.png 848w, https://substackcdn.com/image/fetch/$s_!lIqJ!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F14460759-0d0b-4527-9122-786ff7769d1e_1226x1434.png 1272w, https://substackcdn.com/image/fetch/$s_!lIqJ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F14460759-0d0b-4527-9122-786ff7769d1e_1226x1434.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!EQYG!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9e4e86a0-0183-4d62-94e3-ad27aa3752d7_1234x714.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!EQYG!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9e4e86a0-0183-4d62-94e3-ad27aa3752d7_1234x714.png 424w, https://substackcdn.com/image/fetch/$s_!EQYG!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9e4e86a0-0183-4d62-94e3-ad27aa3752d7_1234x714.png 848w, https://substackcdn.com/image/fetch/$s_!EQYG!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9e4e86a0-0183-4d62-94e3-ad27aa3752d7_1234x714.png 1272w, https://substackcdn.com/image/fetch/$s_!EQYG!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9e4e86a0-0183-4d62-94e3-ad27aa3752d7_1234x714.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!EQYG!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9e4e86a0-0183-4d62-94e3-ad27aa3752d7_1234x714.png" width="1234" height="714" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/9e4e86a0-0183-4d62-94e3-ad27aa3752d7_1234x714.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:714,&quot;width&quot;:1234,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:155550,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.theschoolofknowledge.net/i/196288878?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9e4e86a0-0183-4d62-94e3-ad27aa3752d7_1234x714.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!EQYG!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9e4e86a0-0183-4d62-94e3-ad27aa3752d7_1234x714.png 424w, https://substackcdn.com/image/fetch/$s_!EQYG!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9e4e86a0-0183-4d62-94e3-ad27aa3752d7_1234x714.png 848w, https://substackcdn.com/image/fetch/$s_!EQYG!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9e4e86a0-0183-4d62-94e3-ad27aa3752d7_1234x714.png 1272w, https://substackcdn.com/image/fetch/$s_!EQYG!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9e4e86a0-0183-4d62-94e3-ad27aa3752d7_1234x714.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>And finally i asked Claude to produce a compound growth calculator. I purposely left out the word &#8216;interactive&#8217; to see if it produced a static image like above, but it produced an interactive version which is what was needed for this instruction. Here&#8217;s one screen grab:  </p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!O6vU!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2f84ee41-0714-4f93-ae37-4c694f8674d9_1230x1244.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!O6vU!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2f84ee41-0714-4f93-ae37-4c694f8674d9_1230x1244.png 424w, https://substackcdn.com/image/fetch/$s_!O6vU!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2f84ee41-0714-4f93-ae37-4c694f8674d9_1230x1244.png 848w, https://substackcdn.com/image/fetch/$s_!O6vU!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2f84ee41-0714-4f93-ae37-4c694f8674d9_1230x1244.png 1272w, https://substackcdn.com/image/fetch/$s_!O6vU!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2f84ee41-0714-4f93-ae37-4c694f8674d9_1230x1244.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!O6vU!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2f84ee41-0714-4f93-ae37-4c694f8674d9_1230x1244.png" width="1230" height="1244" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/2f84ee41-0714-4f93-ae37-4c694f8674d9_1230x1244.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1244,&quot;width&quot;:1230,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:209613,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.theschoolofknowledge.net/i/196288878?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2f84ee41-0714-4f93-ae37-4c694f8674d9_1230x1244.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!O6vU!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2f84ee41-0714-4f93-ae37-4c694f8674d9_1230x1244.png 424w, https://substackcdn.com/image/fetch/$s_!O6vU!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2f84ee41-0714-4f93-ae37-4c694f8674d9_1230x1244.png 848w, https://substackcdn.com/image/fetch/$s_!O6vU!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2f84ee41-0714-4f93-ae37-4c694f8674d9_1230x1244.png 1272w, https://substackcdn.com/image/fetch/$s_!O6vU!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2f84ee41-0714-4f93-ae37-4c694f8674d9_1230x1244.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>And another after messing with the four interactive bars:</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!qxV0!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F73a42233-f986-4214-bced-7df56ca27fb0_1230x1250.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!qxV0!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F73a42233-f986-4214-bced-7df56ca27fb0_1230x1250.png 424w, https://substackcdn.com/image/fetch/$s_!qxV0!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F73a42233-f986-4214-bced-7df56ca27fb0_1230x1250.png 848w, https://substackcdn.com/image/fetch/$s_!qxV0!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F73a42233-f986-4214-bced-7df56ca27fb0_1230x1250.png 1272w, https://substackcdn.com/image/fetch/$s_!qxV0!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F73a42233-f986-4214-bced-7df56ca27fb0_1230x1250.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!qxV0!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F73a42233-f986-4214-bced-7df56ca27fb0_1230x1250.png" width="1230" height="1250" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/73a42233-f986-4214-bced-7df56ca27fb0_1230x1250.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1250,&quot;width&quot;:1230,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:202609,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.theschoolofknowledge.net/i/196288878?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F73a42233-f986-4214-bced-7df56ca27fb0_1230x1250.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!qxV0!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F73a42233-f986-4214-bced-7df56ca27fb0_1230x1250.png 424w, https://substackcdn.com/image/fetch/$s_!qxV0!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F73a42233-f986-4214-bced-7df56ca27fb0_1230x1250.png 848w, https://substackcdn.com/image/fetch/$s_!qxV0!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F73a42233-f986-4214-bced-7df56ca27fb0_1230x1250.png 1272w, https://substackcdn.com/image/fetch/$s_!qxV0!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F73a42233-f986-4214-bced-7df56ca27fb0_1230x1250.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>I hope this helps those of you who prefer learning visually or are looking for a prompt to help you create on brand interactive visuals.</p><p>Until next time, Karl. </p><div><hr></div><p><strong>Download the prompt by clicking the link. It will force you to download the document, so don&#8217;t worry, that&#8217;s normal.</strong></p><p style="text-align: center;"><a href="https://docs.google.com/document/d/1MAW6s8GuOT94w9pUCUiTgH4Ijms3LwPPEcCpaSqms5g/copy">Visual Explainer Prompt</a></p><p>The School of Knowledge was born as a placeholder for my thoughts and has turned into me distilling lessons i&#8217;ve learnt from being a nobody to a Royal Marine, to travelling the world, to getting paid thousands of dollars a day to cleaning ovens for minimum wage. I&#8217;ve built many lives in my 36 years and they&#8217;ve all taught me lessons&#8212;lessons that as a business owner-operator i want to share with people who are trying to build a life or career they want. If you just want the mental models, concepts and frameworks then stay for those alone. If you just want to learn about how to run or start your company and gain financial understanding you can do that too. But for those who want access to it all&#8212;<strong>warts and all</strong>&#8212;there&#8217;s an offer below waiting for you to just accept it.</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.theschoolofknowledge.net/subscribe&quot;,&quot;text&quot;:&quot;Join The School of Knowledge+&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.theschoolofknowledge.net/subscribe"><span>Join The School of Knowledge+</span></a></p><h3>Incase you missed it</h3><p>Yesterday i published the third deep-dive on the <em>How to understand financial statements:</em><strong> Why cash is king</strong>. Essential reading for business owner operators:</p><div class="digest-post-embed" data-attrs="{&quot;nodeId&quot;:&quot;c4d1bd7f-2e3f-4865-9292-b5a742e3637b&quot;,&quot;caption&quot;:&quot;The School of Knowledge is the weekly newsletter for SME owners and investors who want frameworks they can actually use &#8212; frameworks, checklists, and operating manuals every weekend, built to read on Sunday and use on Monday.&quot;,&quot;cta&quot;:&quot;Read full story&quot;,&quot;showBylines&quot;:true,&quot;showDescription&quot;:true,&quot;showImage&quot;:true,&quot;size&quot;:&quot;lg&quot;,&quot;isEditorNode&quot;:true,&quot;title&quot;:&quot;How to Read a Cash Flow Statement&quot;,&quot;publishedBylines&quot;:[{&quot;id&quot;:63205291,&quot;name&quot;:&quot;The School of Knowledge&quot;,&quot;bio&quot;:&quot;The School of Knowledge is the weekly newsletter for SME owners and investors who want frameworks they can actually use &#8212; frameworks, checklists, and operating manuals every weekend, built to read on Sunday and use on Monday. &quot;,&quot;photo_url&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d165cb3d-bf48-49d3-9f24-64d415f83162_1500x1500.png&quot;,&quot;is_guest&quot;:false,&quot;bestseller_tier&quot;:null}],&quot;post_date&quot;:&quot;2026-05-02T07:48:32.626Z&quot;,&quot;cover_image&quot;:&quot;https://substackcdn.com/image/fetch/$s_!xPIO!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb72099c9-f677-480b-804b-cce55ba263ba_1364x762.png&quot;,&quot;cover_image_alt&quot;:null,&quot;canonical_url&quot;:&quot;https://www.theschoolofknowledge.net/p/how-to-read-a-cash-flow-statement&quot;,&quot;section_name&quot;:&quot;The Nuts and Bolts&quot;,&quot;video_upload_id&quot;:null,&quot;id&quot;:196193399,&quot;type&quot;:&quot;newsletter&quot;,&quot;reaction_count&quot;:7,&quot;comment_count&quot;:0,&quot;publication_id&quot;:1777736,&quot;publication_name&quot;:&quot;The School of Knowledge&quot;,&quot;publication_logo_url&quot;:&quot;https://substackcdn.com/image/fetch/$s_!_G-L!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fec0e538b-0459-48c7-bdf4-b1bd557e7589_1280x1280.png&quot;,&quot;belowTheFold&quot;:true,&quot;youtube_url&quot;:null,&quot;show_links&quot;:null,&quot;feed_url&quot;:null}"></div><p>Enjoyed this post? Sharing is caring: </p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.theschoolofknowledge.net/p/visually-understand-anything-in-claude?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.theschoolofknowledge.net/p/visually-understand-anything-in-claude?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p><p>What other topics are you folks interested in? Leave a comment: </p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.theschoolofknowledge.net/p/visually-understand-anything-in-claude/comments&quot;,&quot;text&quot;:&quot;Leave a comment&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.theschoolofknowledge.net/p/visually-understand-anything-in-claude/comments"><span>Leave a comment</span></a></p>]]></content:encoded></item><item><title><![CDATA[How to Read a Cash Flow Statement]]></title><description><![CDATA[Why profit tells you what a company earned&#8212;and cash flow tells you whether it's real]]></description><link>https://www.theschoolofknowledge.net/p/how-to-read-a-cash-flow-statement</link><guid isPermaLink="false">https://www.theschoolofknowledge.net/p/how-to-read-a-cash-flow-statement</guid><dc:creator><![CDATA[The School of Knowledge]]></dc:creator><pubDate>Sat, 02 May 2026 07:48:32 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!xPIO!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb72099c9-f677-480b-804b-cce55ba263ba_1364x762.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!xPIO!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb72099c9-f677-480b-804b-cce55ba263ba_1364x762.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!xPIO!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb72099c9-f677-480b-804b-cce55ba263ba_1364x762.png 424w, https://substackcdn.com/image/fetch/$s_!xPIO!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb72099c9-f677-480b-804b-cce55ba263ba_1364x762.png 848w, https://substackcdn.com/image/fetch/$s_!xPIO!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb72099c9-f677-480b-804b-cce55ba263ba_1364x762.png 1272w, https://substackcdn.com/image/fetch/$s_!xPIO!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb72099c9-f677-480b-804b-cce55ba263ba_1364x762.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!xPIO!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb72099c9-f677-480b-804b-cce55ba263ba_1364x762.png" width="1364" height="762" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/b72099c9-f677-480b-804b-cce55ba263ba_1364x762.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:762,&quot;width&quot;:1364,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:82496,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://www.theschoolofknowledge.net/i/196193399?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb72099c9-f677-480b-804b-cce55ba263ba_1364x762.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!xPIO!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb72099c9-f677-480b-804b-cce55ba263ba_1364x762.png 424w, https://substackcdn.com/image/fetch/$s_!xPIO!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb72099c9-f677-480b-804b-cce55ba263ba_1364x762.png 848w, https://substackcdn.com/image/fetch/$s_!xPIO!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb72099c9-f677-480b-804b-cce55ba263ba_1364x762.png 1272w, https://substackcdn.com/image/fetch/$s_!xPIO!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb72099c9-f677-480b-804b-cce55ba263ba_1364x762.png 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p style="text-align: center;"><em>The School of Knowledge is the weekly newsletter for SME owners and investors who want frameworks they can actually use &#8212; frameworks, checklists, and operating manuals every weekend, built to read on Sunday and use on Monday.</em></p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.theschoolofknowledge.net/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe now&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.theschoolofknowledge.net/subscribe?"><span>Subscribe now</span></a></p><div><hr></div><p>This is part three of my <em><strong>How to Understand Financial Statements</strong></em><strong> series</strong>. A series for business owners and investors to finally get their heads around the three financial statements to improve their financial intelligence. Part one taught you <em><a href="https://www.theschoolofknowledge.net/p/how-to-read-an-income-statement?r=11mpij">How to Read an Income Statement</a></em> and part two revealed <em><a href="https://www.theschoolofknowledge.net/p/why-warren-buffett-reads-the-balance?r=11mpij">Why Warren Buffett Reads the Balance Sheet Before Anything Else.</a></em> Today&#8217;s piece is the third leg of the tripod: <strong>How to Read a Cash Flow Statement.</strong></p><p>For decades Wall Street adored the income statement with measures such as EBITDA (famed by the cable cowboy John Malone) their preferred metric for determining how well a company was doing. EBITDA going up was <em>good</em>. EBITDA going down was <em>bad</em>.</p><p>But, if you&#8217;ve been following this series you should know by now that profit <em>isn&#8217;t</em> cash. You can&#8217;t pay for new equipment with profit, can&#8217;t pay your staff with profit&#8212;and you can&#8217;t pay your liabilities with profit either. You can only pay for things with cash.</p><div class="callout-block" data-callout="true"><p><em>This article is from &#8220;The Nuts &amp; Bolts&#8221; section where I provide business operators and investors the mechanisms and manuals to make better decisions.</em> <em>To continue viewing articles like this please consider upgrading to The School of Knowledge+. </em></p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.theschoolofknowledge.net/subscribe&quot;,&quot;text&quot;:&quot;Unlock Premium&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.theschoolofknowledge.net/subscribe"><span>Unlock Premium</span></a></p></div><p>If the income statement is a company&#8217;s report card, and the balance sheet is its photograph, then the cash flow statement is its bank statement.</p><p>It tells you one thing: where did the money actually go?</p><h4>Why profit and cash are not the same thing</h4><p>This is the part that trips most people up, so let&#8217;s deal with it first.</p><p>Two obvious reasons are that cash may be coming in by other means such as loans or from external investment. These won&#8217;t show up on the income statement, but will show up on the cash flow statement. But, there are also three not so obvious reasons for those who don&#8217;t yet fully understand the three financial statements:</p><ul><li><p><strong>Revenue is booked at sale.</strong> When a company makes a sale or delivers a service, it records that sale as revenue. For example, my construction company takes on a months long timber window repair scheme for &#163;15,000. We finish the job and invoice at the end of the month, but the customer (in construction) has 30 days to pay. No money will go into my bank account until that 30 days, but we record the project cost of &#163;15,000 under revenue on our income statement. The profit is real; the cash is not yet there.</p></li><li><p><strong>Expenses are matched to revenue.</strong> The income statements main function is to tally up all costs and expenses associated with generating revenue during a given time period. Some expenses will have been prepaid already (a deposit on office rental), but most will be paid later. In my construction example, i have to pay merchants for materials, typically on account, and the subcontractors who carried out the work. If we&#8217;re doing our job right, both will typically be paid by us <em>after</em> we&#8217;ve been paid by the client.</p></li><li><p><strong>Capital expenditures don&#8217;t count against profit.</strong> I spend &#163;60,000 on a new Ford Ranger, but that 60k doesn&#8217;t show up on the income statement as 60k. Remember...it shows up as depreciation. My accountant uses a straight-line method to depreciate the truck over three years. That&#8217;s &#163;20,000 a year, or &#163;1,666.66 a month of depreciation for 36 months&#8212;but the day i bought the truck i parted ways with &#163;60,000 from my bank account.</p></li></ul><p>In an ideal world cash should track net profit pretty closely, but for start-ups, or those businesses that are struggling&#8212;the discrepancy between profit and cash can be fatal.</p><p>Let&#8217;s continue to use <a href="Visa">Visa</a>&#8216;s financial statements as our walkthrough example for completeness.</p>
      <p>
          <a href="https://www.theschoolofknowledge.net/p/how-to-read-a-cash-flow-statement">
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          </a>
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   ]]></content:encoded></item><item><title><![CDATA[45 Financial Metrics Owner-Operators Must Understand]]></title><description><![CDATA[The School of Knowledge is the weekly newsletter for SME owners and investors who want frameworks they can actually use &#8212; frameworks, checklists, and operating manuals every weekend, built to read on Sunday and use on Monday.]]></description><link>https://www.theschoolofknowledge.net/p/45-financial-metrics-owner-operators</link><guid isPermaLink="false">https://www.theschoolofknowledge.net/p/45-financial-metrics-owner-operators</guid><dc:creator><![CDATA[The School of Knowledge]]></dc:creator><pubDate>Sat, 25 Apr 2026 09:27:17 GMT</pubDate><enclosure url="https://images.unsplash.com/photo-1740560051535-049de884d962?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwzMnx8ZmluYW5jaWFsJTIwbWV0cmljc3xlbnwwfHx8fDE3NzcxMDg4MzB8MA&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p style="text-align: center;"><em>The School of Knowledge is the weekly newsletter for SME owners and investors who want frameworks they can actually use &#8212; frameworks, checklists, and operating manuals every weekend, built to read on Sunday and use on Monday.</em></p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.theschoolofknowledge.net/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe now&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.theschoolofknowledge.net/subscribe?"><span>Subscribe now</span></a></p><div><hr></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://images.unsplash.com/photo-1740560051535-049de884d962?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwzMnx8ZmluYW5jaWFsJTIwbWV0cmljc3xlbnwwfHx8fDE3NzcxMDg4MzB8MA&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://images.unsplash.com/photo-1740560051535-049de884d962?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwzMnx8ZmluYW5jaWFsJTIwbWV0cmljc3xlbnwwfHx8fDE3NzcxMDg4MzB8MA&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080 424w, https://images.unsplash.com/photo-1740560051535-049de884d962?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwzMnx8ZmluYW5jaWFsJTIwbWV0cmljc3xlbnwwfHx8fDE3NzcxMDg4MzB8MA&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080 848w, https://images.unsplash.com/photo-1740560051535-049de884d962?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwzMnx8ZmluYW5jaWFsJTIwbWV0cmljc3xlbnwwfHx8fDE3NzcxMDg4MzB8MA&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080 1272w, https://images.unsplash.com/photo-1740560051535-049de884d962?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwzMnx8ZmluYW5jaWFsJTIwbWV0cmljc3xlbnwwfHx8fDE3NzcxMDg4MzB8MA&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080 1456w" sizes="100vw"><img src="https://images.unsplash.com/photo-1740560051535-049de884d962?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwzMnx8ZmluYW5jaWFsJTIwbWV0cmljc3xlbnwwfHx8fDE3NzcxMDg4MzB8MA&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080" width="3999" height="2666" data-attrs="{&quot;src&quot;:&quot;https://images.unsplash.com/photo-1740560051535-049de884d962?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwzMnx8ZmluYW5jaWFsJTIwbWV0cmljc3xlbnwwfHx8fDE3NzcxMDg4MzB8MA&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:2666,&quot;width&quot;:3999,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;A wooden block spelling the word metallic on a table&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/jpg&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="A wooden block spelling the word metallic on a table" title="A wooden block spelling the word metallic on a table" srcset="https://images.unsplash.com/photo-1740560051535-049de884d962?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwzMnx8ZmluYW5jaWFsJTIwbWV0cmljc3xlbnwwfHx8fDE3NzcxMDg4MzB8MA&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080 424w, https://images.unsplash.com/photo-1740560051535-049de884d962?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwzMnx8ZmluYW5jaWFsJTIwbWV0cmljc3xlbnwwfHx8fDE3NzcxMDg4MzB8MA&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080 848w, https://images.unsplash.com/photo-1740560051535-049de884d962?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwzMnx8ZmluYW5jaWFsJTIwbWV0cmljc3xlbnwwfHx8fDE3NzcxMDg4MzB8MA&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080 1272w, https://images.unsplash.com/photo-1740560051535-049de884d962?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwzMnx8ZmluYW5jaWFsJTIwbWV0cmljc3xlbnwwfHx8fDE3NzcxMDg4MzB8MA&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">Photo by <a href="https://unsplash.com/@markuswinkler">Markus Winkler</a></figcaption></figure></div><p>As a business co-owner I&#8217;m constantly spinning five plates at any one time. I want to focus more on the <em>future</em> of my business&#8212;capital allocation and identity&#8212;but i&#8217;m distracted by the now and day-to-day running of my business.</p><p>As an <em>operator</em> this is to be expected. After all, it&#8217;s unrealistic for 99% of people to expect for themselves the typical day that Warren Buffett has famed: read for 5-6 hours a day and make capital allocation decisions. The key distinction though; Berkshires businesses are run by their owner-operators, whereas for the rest of us&#8212;we&#8217;re left to run them <em>and</em> make capital allocation decisions.</p><p>That&#8217;s why for most of us the dream of reading 5-6 hours a day is just that&#8212;a dream.</p><p>A big part of how companies survive&#8212;and continue to thrive is because they deliver on what they&#8217;ve promised. But, the other side to that coin is <strong>financial intelligence.</strong> Once again owner-operators can look to investing concepts to better understand how their own business is running. The two are symbiotic. If you don&#8217;t understand why revenue isn&#8217;t cash, or know that your company gets paid on average 45 days when it should be 30, you&#8217;ll find yourself in hot water quicker than you can say <em>&#8221;how the hell has this happened?&#8221;</em></p><p>Because time is typically tight it deserves an appropriate solution. Once again we can draw from a legendary investor: Charlie Munger. Munger once told a story about the importance of using checklists to combat our built in biases and used a pilot as his example. To paraphrase, Munger said <em>a pilot, regardless of how many flights they&#8217;ve flown will use the same checklist before each flight; and that if an intelligent professional like a pilot still uses a checklist, then there isn&#8217;t any good reason at all why you shouldn&#8217;t be using one as well.</em></p><p>With that in mind, I&#8217;ve produced a pdf with <strong>45 financial metrics and examples</strong> I believe owner-operators <strong>must</strong> know to better understand their business. </p><div class="file-embed-wrapper" data-component-name="FileToDOM"><div class="file-embed-container-reader"><div class="file-embed-container-top"><image class="file-embed-thumbnail-default" src="https://substackcdn.com/image/fetch/$s_!0Cy0!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack.com%2Fimg%2Fattachment_icon.svg"></image><div class="file-embed-details"><div class="file-embed-details-h1">45 Financial Metrics For Owner Operators</div><div class="file-embed-details-h2">10.8KB &#8729; PDF file</div></div><a class="file-embed-button wide" href="https://www.theschoolofknowledge.net/api/v1/file/c35fb119-b32d-430a-9323-060859d3b646.pdf"><span class="file-embed-button-text">Download</span></a></div><a class="file-embed-button narrow" href="https://www.theschoolofknowledge.net/api/v1/file/c35fb119-b32d-430a-9323-060859d3b646.pdf"><span class="file-embed-button-text">Download</span></a></div></div><p>I&#8217;ve also put these metrics in a .csv for those of us who use flashcard software such as Anki to learn.</p><p style="text-align: center;"><a href="https://docs.google.com/spreadsheets/d/1El3wt0EijJCACVYBNusJf0rqFIFp5VBqFmpC3bOUXNo/copy">45 Financial Metrics For Owner-Operators (Flashcards)</a></p><p>Until next time, Karl.</p><p>If you know somebody who this would help, be a pal and pass it onto them:</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.theschoolofknowledge.net/p/45-financial-metrics-owner-operators?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.theschoolofknowledge.net/p/45-financial-metrics-owner-operators?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p><p style="text-align: center;"></p><p> </p>]]></content:encoded></item><item><title><![CDATA[Where to Draw Your Systems Boundary]]></title><description><![CDATA[Boundary decisions are the highest-leverage choices a business makes. How transaction costs, asset specificity, and Ashby's Law should guide yours.]]></description><link>https://www.theschoolofknowledge.net/p/where-to-draw-your-system-boundary</link><guid isPermaLink="false">https://www.theschoolofknowledge.net/p/where-to-draw-your-system-boundary</guid><dc:creator><![CDATA[The School of Knowledge]]></dc:creator><pubDate>Sun, 19 Apr 2026 12:54:14 GMT</pubDate><enclosure url="https://images.unsplash.com/photo-1770553919985-2511adca4e9e?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwzMHx8Ym91bmRhcnl8ZW58MHx8fHwxNzc2NjAxNTY4fDA&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080" length="0" type="image/jpeg"/><content:encoded><![CDATA[<div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://images.unsplash.com/photo-1770553919985-2511adca4e9e?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwzMHx8Ym91bmRhcnl8ZW58MHx8fHwxNzc2NjAxNTY4fDA&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://images.unsplash.com/photo-1770553919985-2511adca4e9e?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwzMHx8Ym91bmRhcnl8ZW58MHx8fHwxNzc2NjAxNTY4fDA&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080 424w, https://images.unsplash.com/photo-1770553919985-2511adca4e9e?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwzMHx8Ym91bmRhcnl8ZW58MHx8fHwxNzc2NjAxNTY4fDA&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080 848w, 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data-attrs="{&quot;src&quot;:&quot;https://images.unsplash.com/photo-1770553919985-2511adca4e9e?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwzMHx8Ym91bmRhcnl8ZW58MHx8fHwxNzc2NjAxNTY4fDA&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:3259,&quot;width&quot;:5794,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;Wooden fence along a grassy path by the ocean.&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/jpg&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Wooden fence along a grassy path by the ocean." title="Wooden fence along a grassy path by the ocean." srcset="https://images.unsplash.com/photo-1770553919985-2511adca4e9e?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwzMHx8Ym91bmRhcnl8ZW58MHx8fHwxNzc2NjAxNTY4fDA&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080 424w, https://images.unsplash.com/photo-1770553919985-2511adca4e9e?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwzMHx8Ym91bmRhcnl8ZW58MHx8fHwxNzc2NjAxNTY4fDA&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080 848w, https://images.unsplash.com/photo-1770553919985-2511adca4e9e?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwzMHx8Ym91bmRhcnl8ZW58MHx8fHwxNzc2NjAxNTY4fDA&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080 1272w, https://images.unsplash.com/photo-1770553919985-2511adca4e9e?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwzMHx8Ym91bmRhcnl8ZW58MHx8fHwxNzc2NjAxNTY4fDA&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">Photo by <a href="https://unsplash.com/@pflores">Phillip Flores</a>.</figcaption></figure></div><p style="text-align: center;"><em>The School of Knowledge is the weekly newsletter for SME owners and investors who want frameworks they can actually use &#8212; frameworks, checklists, and operating manuals every weekend, built to read on Sunday and use on Monday.</em></p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.theschoolofknowledge.net/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe now&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.theschoolofknowledge.net/subscribe?"><span>Subscribe now</span></a></p><div><hr></div><p>This is the second instalment of my <strong>How to Design the Systems That Run Your Business</strong> series. A series dedicated to helping business owners and operators run their businesses more efficiently, including how I run mine. To read the first article on designing and monitoring feedback loops please click <a href="https://www.theschoolofknowledge.net/p/how-to-design-the-systems-that-run-your-business">here.</a></p><p>Every system has a boundary, and the first act of the system builder is to draw it. This sounds like an analytical exercise&#8212;study the problem, identify the relevant variables, include them&#8212;but it&#8217;s not. Boundary decisions are <em>strategic choices</em>, often the most consequential ones an organisation makes, because they determine what you can control, what you can accumulate, and what you must take as given.</p><p>Draw the boundary too narrowly, and you will be blindsided by forces you assumed were someone else&#8217;s problem. Draw it too broadly, and you will drown in coordination costs. The history of corporate strategy is littered with examples of both errors, and the theoretical and practical tools for thinking about boundaries&#8212;from Coase and Williamson to Ashby&#8212;remain among the most powerful and underused frameworks in organisational design.</p><h3>Why firms exist: Coase, Williamson, and the logic of boundaries</h3><p>Negotiating terms, writing contracts, monitoring performance, and finding the right counterparty all have a price attached to them&#8212;directly or indirectly. Ronald Coase&#8217;s 1937 paper <strong>&#8220;The Nature of the Firm&#8221;</strong> asked a deceptively simple question to his economic counterparts: <em>if markets are efficient, why do firms exist at all?</em> His answer was transaction costs. Using the market isn&#8217;t free. When costs are high enough, it makes sense to bring them in-house, where management can direct their resources through authority rather than by price. Hence the need for companies.</p><p>This presents a boundary question: <strong>how big should a company be?</strong> When the cost of organising one more transaction internally equals or exceeds going to the market, then going to the market is the most efficient thing to do. The company has expanded past its boundary and it is no longer cost-efficient to keep it internal.</p><p>The implications are significant:</p><ul><li><p>Firms are not just production functions&#8212;they are governance structures that exist because markets are imperfect</p></li><li><p>The boundary of the firm is an economic decision, not an organisational one</p></li><li><p>Vertical integration, outsourcing, and make-vs-buy decisions all flow from this logic</p></li></ul><p>The business operator should constantly be asking: <em>where is my boundary?</em> and <em>what makes sense to keep in-house versus outsource?</em> This applies not only to finances, but to all resources: time, energy, and capabilities. At the micro level, the operator should be checking that what sits within their boundary is making them more resourceful&#8212;not less.</p><p>There are no hard and fast rules when it comes to boundaries. They contract and expand as markets change, meaning you must adapt to them as well.</p><p>Oliver Williamson, joint 2009 Nobel Prize winner in Economics, operationalised Coase&#8217;s insight through the concept of <strong>asset specificity</strong>&#8212;the degree to which an investment loses value when redeployed to a different use or relationship. Williamson identified four types: site specificity (an oil refinery cannot be moved), physical asset specificity (specialised tooling designed for a single product), human asset specificity (knowledge and skills tied to a particular relationship), and dedicated asset specificity (general-purpose investments made for a specific buyer that would create excess capacity if the contract ended).</p><p>When asset specificity is low, market transactions work well. Buyers and sellers are interchangeable, contracts are straightforward, and competition disciplines behaviour. When asset specificity is high, bilateral dependencies emerge. A factory line built to a single customer&#8217;s requirements, a skilled worker trained in proprietary systems, or a contractor who has built up years of accumulated client knowledge cannot easily walk away. This creates <strong>hold-up risk:</strong> the other party can renegotiate better terms after you&#8217;ve committed, knowing you can&#8217;t easily leave. You have that sunk cost feeling.</p><p>Williamson states that when asset specificity is high, transactions should be internalised, where managerial authority replaces contractual negotiation. The company&#8217;s boundary, then, is a governance decision: it sits where the risk of opportunism in the market exceeds the cost of bureaucratic coordination within the hierarchy.</p><h3>Boundary decisions done well</h3><h4>Apple&#8217;s approach to integration is a masterclass in selective boundary-drawing.</h4><p>Apple designs its own silicon, operating systems, and retail experience, but outsources final assembly to Foxconn and chip manufacturing to <a href="https://www.theschoolofknowledge.net/p/why-intel-cant-beat-tsmc-and-what-it-reveals-about-every-business?utm_source=publication-search">TSMC</a>. Why don&#8217;t they just do everything? The reason they don&#8217;t is a masterclass in selective boundary-drawing: Apple integrates where tight coupling between hardware and software creates differentiation that cannot be achieved through arms-length contracts, and outsources where the bottleneck is commodity-scale manufacturing.</p><p>Apple&#8217;s decision to design its own processors is the Transaction Cost Economies framework in action. In 2008, Apple acquired PA Semi, a small processor design house, for $278 million. In 2010, Apple launched the iPad with the Apple-designed A4 chip&#8212;the first Apple system-on-chip. By 2020, Apple had introduced the M1 chip, which ended their reliance on Intel for Mac processors. Steve Jobs captured the strategic logic by quoting Alan Kay: <em>&#8220;People who are really serious about software should make their own hardware.&#8221;</em> It&#8217;s not that Apple could make better chips than Qualcomm or Intel in some abstract sense&#8212;but that a chip designed for a single entity can optimise for things a general-purpose chip cannot: power consumption, security architecture, and hardware-software co-design.</p><h4>Amazon&#8217;s boundary was drawn not from selective integration&#8212;but sequential expansion.</h4><p>In his 2023 shareholder letter, Andy Jassy described building something called &#8220;<strong>primitives</strong>&#8220;&#8212;core capabilities like warehousing, picking, packing, and shipping that can be turned into new products. Internal logistic primitives turned into Amazon Prime, an online store selling books turned into an everything store, and internal infrastructure needs turned into AWS. This boundary strategy wasn&#8217;t selective, but sequential. Each internal need was externalised into a product that fed into the <a href="https://www.theschoolofknowledge.net/p/how-jeff-bezos-built-a-1-8-trillion-dollar-company?utm_source=publication-search">Amazon flywheel.</a></p><p><strong>The pattern at Amazon is consistent:</strong> solve an internal problem, build the infrastructure, then externalise it as a platform&#8212;expanding the firm&#8217;s boundary and feeding the flywheel simultaneously.</p><p>It&#8217;s easy to look for companies that have demonstrated a masterclass in not only designing their boundaries but executing them. Let&#8217;s now look at two that got it terribly wrong.</p><h3>Boundary decisions gone wrong</h3><h4>Boeing&#8217;s &#8220;efficiency&#8221; boundary design ends up being a plane crash.</h4><p>The Boeing 787 Dreamliner programme is an example of catastrophic boundary failure. Boeing outsourced up to 70% of the aircraft&#8217;s design, engineering, and manufacturing to more than fifty tier-one suppliers across the globe. The budget ran to an estimated $40 billion, dwarfing their original estimate of $5 billion. As well as being 40 months late, Boeing&#8217;s final assembly line was held together with temporary bolts purchased from Home Depot after supplier Alcoa could not ramp up fastener production fast enough.</p><p>How could a company like Boeing&#8212;known for engineering excellence&#8212;get it so wrong? UCLA Anderson Professor Christopher Tang had an answer:</p><blockquote><p><em>&#8220;You only know what&#8217;s going on with your tier 1 supplier. You have no visibility, no coordination, no real understanding of how all the pieces fit together.&#8221;</em></p></blockquote><p>I would say it&#8217;s pretty critical that you have a deep understanding of how the parts of an aircraft <em>should</em> fit together.</p><p>Boeing&#8217;s mistake was expecting to receive complete, flight-ready assemblies, but instead receiving sub-assemblies requiring extensive rework. They had fallen into a classic <a href="https://www.theschoolofknowledge.net/p/8-system-traps-and-how-to-avoid-them?utm_source=publication-search">systems trap</a>: <em>information delay</em>. They had modelled their system on Toyota&#8217;s supplier-development approach, but failed to build the relational infrastructure that makes Toyota&#8217;s system work. Toyota shares information, conducts joint improvement activities, and treats key suppliers as extensions of itself&#8212;relationships built over decades of investment in human asset specificity. Boeing handed off complete design control to suppliers based on price, not relationships. These are exactly the high-specificity transactions that Williamson predicted would fail under market governance. In his Nobel lecture, Williamson used the outsourcing of Boeing&#8217;s highly specialised fuselage to Vought Aircraft Industries as a perfect example of something <em>requiring significant investment in specific assets</em> that should have been kept in-house.</p><p>Boeing&#8217;s 787 Dreamliner is a case study in misaligned organisational boundaries&#8212;a prime example of how prioritising cost structure over quality control can massively backfire.</p><h4>How Kodak had the future of photography in its hands and let it slip.</h4><p>In 1975, a twenty-four-year-old Kodak engineer named Steven Sasson built the world&#8217;s first portable digital camera&#8212;a 3.6-kilogram device capturing 100&#215;100 pixel black-and-white images onto a cassette tape. Management&#8217;s reaction, as Sasson later told the <em>New York Times</em>, was: <em>&#8220;That&#8217;s cute &#8212; but don&#8217;t tell anyone about it.&#8221;</em> It&#8217;s not that Kodak was ignorant of the new technology; they filed a patent in 1977 and earned billions of dollars in licensing revenue from it. The problem was the fence line Kodak had drawn around the company&#8212;their boundary. Kodak&#8217;s business was film, paper, chemicals, and processing. Digital photography didn&#8217;t fit their model or their identity. They treated it as <em>exogenous</em>&#8212;something to be curious about, rather than an endogenous capability to be developed from within.</p><p>When Kodak&#8217;s leadership did diversify, they moved into adjacent markets by acquiring Sterling Drug for $5.1 billion in 1988. Their logic seemed sound: <em>&#8220;we know chemistry, drugs involve chemistry, therefore this is adjacent.&#8221;</em></p><p>The problem wasn&#8217;t their logic&#8212;it was that they weren&#8217;t following where their customers were going: digital. The Sterling Drug investment was sold off in pieces by 1994, and in 2012 Kodak filed for bankruptcy, thirty-seven years after one of their own engineers had built the future.</p><p>Kodak restricted the expansion of their boundary by actively deciding not to meaningfully pursue digital photography. This illustrates how <strong>inside-view thinking</strong> (<em>we&#8217;re good at chemistry</em>) can crowd out <strong>outside-view thinking</strong> (<em>the market is moving somewhere we aren&#8217;t</em>).</p><p>These four examples&#8212;two good, two bad&#8212;lead us into the theoretical framework that explains why Apple and Amazon succeeded, and why Boeing and Kodak didn&#8217;t. Variety.</p><h3>Ashby&#8217;s Law and the question of variety</h3><p>W. Ross Ashby&#8217;s Law of Requisite Variety, published in <em>An Introduction to Cybernetics</em> in 1956, provides the theoretical foundation for understanding why boundary decisions matter so much. The law states, in Ashby&#8217;s own words, that <em>&#8220;only variety can destroy variety&#8221;</em>&#8212;meaning that for a system to remain stable, its control mechanism must be capable of generating at least as many states as the disturbances it faces. A thermostat with only on/off settings cannot regulate temperature precisely; a manager with a single response to every problem cannot govern a complex organisation.</p><p>The implications for boundary-setting are direct. If you draw your system boundary too narrowly, your system will lack the requisite variety to handle disturbances from the environment. If you draw it too broadly, you waste resources managing internal complexity that does not contribute to matching external variety.</p><p>Organisations must be able to adapt to <em>variety</em>. Kodak&#8217;s boundary was drawn too narrowly by not assigning resources to digital&#8212;which was not only a clear market trend but a signpost from the future that chemical would be obsoleted by digital. The conglomerate&#8217;s boundary is often drawn too broadly, its variety impinged by size and coordination costs that offer little flexibility.</p><p>So, for you&#8212;the business operator or systems designer&#8212;how do you move from understanding Ashby&#8217;s Law to putting it into practice?</p><p>Stafford Beer&#8217;s Viable System Model (VSM) is essentially Ashby&#8217;s Law operationalised into an organisational architecture. Ashby says a viable system must match the variety of its environment. Beer asked a follow-up question: <em>how do you actually design an organisation to do that?</em></p><h3>The Viable Systems Model Framework</h3><p>The Viable System Model (VSM) answers this by splitting the variety-handling problem across five subsystems:</p><ul><li><p><strong>System 1:</strong> the operational units absorbing frontline variety</p></li><li><p><strong>System 2:</strong> the coordination needed between units to prevent confliction</p></li><li><p><strong>System 3:</strong> internal control and resource allocation (the &#8220;inside and now&#8221;)</p></li><li><p><strong>System 4:</strong> external intelligence gathering (the &#8220;outside and future&#8221;)</p></li><li><p><strong>System 5:</strong> identity and policy, which sets the purpose and balance of the organisation</p></li></ul><p>Through this <a href="https://www.theschoolofknowledge.net/p/19-thinking-tools-for-making-better-decisions?utm_source=publication-search">framework</a>, Beer recognises that you can&#8217;t centralise all variety-handling at the top. The environment moves too fast and is too complex, with informational delays inevitably distorting what&#8217;s happening in real time. A viable system should absorb local variety. System 1 units handle the complexity of what&#8217;s happening on the ground. System 4 is focused on information gathering&#8212;not just to plan for the future, but to protect it. Each system offers a buffer.</p><p>Learning about the VSM, you begin to see why Warren Buffett and Charlie Munger preferred to run Berkshire Hathaway the way they did. Their decentralised model continued to allow exceptional management to run and absorb the complexity of day-to-day operations&#8212;something both Warren and Charlie would gleefully admit was outside their <a href="https://www.theschoolofknowledge.net/p/a-lot-of-good-business-decisions-is-just-figuring-out-what-you-dont-want?utm_source=publication-search">Circle of Competence</a>. Warren and Charlie&#8217;s role was clearly Systems 4 and 5: looking for external opportunities by reading the market and focusing on increasing shareholder value.</p><p><em>If you've found value in this essay so far, what follows is where the theory meets the ground. I walk through how I've applied Beer's five systems to my own construction business and the tools I've invested in, what they cost, what they saved, and the questions I'd now ask of any business before drawing its boundary. If that's useful to you,</em> <em><strong>consider upgrading to TSOK+.</strong></em></p><h4>How I used the VSM framework to build my business&#8217;s systems</h4>
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   ]]></content:encoded></item><item><title><![CDATA[A Lot of Good Business Decisions is Just Figuring Out What You Don’t Want]]></title><description><![CDATA[Via negativa, Munger's inversion, Buffett's too hard pile: the smartest operators use subtraction, not addition. Here's how to build your exclusion list.]]></description><link>https://www.theschoolofknowledge.net/p/a-lot-of-good-business-decisions-is-just-figuring-out-what-you-dont-want</link><guid isPermaLink="false">https://www.theschoolofknowledge.net/p/a-lot-of-good-business-decisions-is-just-figuring-out-what-you-dont-want</guid><dc:creator><![CDATA[The School of Knowledge]]></dc:creator><pubDate>Sun, 12 Apr 2026 08:20:24 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!sOWL!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F41bd8307-81c0-4483-9fa3-535099cc98f8_3814x2542.jpeg" length="0" type="image/jpeg"/><content:encoded><![CDATA[<div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" 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stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">Photo by <a href="https://www.pexels.com/photo/brown-brick-buildings-with-white-windows-7826165/">Dominika Gregu&#353;ov&#225;</a></figcaption></figure></div><p style="text-align: center;"><em>The School of Knowledge is the weekly newsletter for SME owners and investors who want frameworks they can actually use &#8212; frameworks, checklists, and operating manuals every weekend, built to read on Sunday and use on Monday.</em></p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.theschoolofknowledge.net/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe now&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.theschoolofknowledge.net/subscribe?"><span>Subscribe now</span></a></p><div><hr></div><p>18 months ago, my co-business owners and I turned down the opportunity to refurbish a beautiful four-storey Georgian building in Manchester city centre. Not because we couldn&#8217;t do the work &#8212; we&#8217;d already completed a smaller, similar scheme two years before. Not because the margin was wrong &#8212; it would have been our largest ever contract. We turned it down because the client had a particular kind of energy. The sort that tells you the relationship will cost you, and your reputation.</p><p>All it took was eight words in a pre-start meeting: <em>&#8220;I don&#8217;t want to hear about price increases.&#8221;</em></p><p>Thinking about making decisions is additive. Frameworks for evaluating options, scoring criteria, weighing upside. The whole apparatus of good decision-making, as it&#8217;s usually taught, is about getting better at choosing what you want.</p><p>The more durable skill is the opposite. It&#8217;s <strong>subtraction</strong>. Building a clear picture of what you won&#8217;t do &#8212; and trusting your gut when the moment arrives.</p><p>This isn&#8217;t exactly a new idea. It shows up across disciplines under different names.</p><p>The Stoics called it <strong>via negativa</strong> &#8212; the idea that you understand something more reliably by what it <em>isn&#8217;t</em> than by what it <em>is</em>. Taleb borrowed it for investing: remove the fragile, and what survives tends to be worth keeping. Munger called it <strong>inversion</strong> &#8212; <em>&#8220;tell me where I&#8217;m going to die, so I&#8217;ll never go there.&#8221;</em> Buffett built the <strong>too hard pile</strong> as a literal mechanism: a category of decisions not refused individually but pre-refused as a class. The pile doesn&#8217;t require fresh analysis every time. The work was done once.</p><p>What these frameworks share is the same underlying logic: <strong>subtraction as decision technology</strong>. You&#8217;re not picking from a menu. You&#8217;re shrinking the menu until only the obvious things remain.</p><p>Most operators have a wish list for the work they want. Very few have an <strong>exclusion list</strong>. The ones who do tend to move faster &#8212; not because they&#8217;re smarter in the moment, but because the moment requires less of them.</p><p>The exclusion list does the cognitive work in advance. This client profile was just a hard no. It wasn&#8217;t that we tried to squeeze more money from clients &#8212; it was that he&#8217;d already delayed the job by two years (construction materials and labour invariably go up at least once a year), hadn&#8217;t paid a penny to the design team who&#8217;d designed his project, and very much thought of himself as some sort of private equity geezer. He even turned up to a meeting with a Great Dane in tow. I can only assume he was trying to intimidate us. His problem was he thought that bringing a dog to a meeting with prospective contractors would do that.</p><p>Examples like this also sharpen your <strong>circle of competence</strong> &#8212; not as an abstract boundary, but as a working document. Knowing what you won&#8217;t touch tells you more about what you actually are than any mission statement.</p><p>The hard part isn&#8217;t making the list. It&#8217;s trusting it when something sits just inside the line and the upside looks attractive. <em>That&#8217;s</em> when the list earns its keep.</p><p>What&#8217;s on your exclusion list &#8212; and have you ever written it down?</p><p>Until next time, Karl.</p><div><hr></div><p style="text-align: center;"><em>If this resonated, most of what I write goes deeper than this. The School of Knowledge+ is the paid tier of this publication &#8212; essays on capital allocation, competitive advantage, and the mental models serious investors and business operators actually use. </em></p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.theschoolofknowledge.net/subscribe&quot;,&quot;text&quot;:&quot;Join Now&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.theschoolofknowledge.net/subscribe"><span>Join Now</span></a></p><div><hr></div><p>Still not ready to upgrade your thinking? These two popular pieces cover more decision-making frameworks and mental models. </p><div class="digest-post-embed" data-attrs="{&quot;nodeId&quot;:&quot;fda641b8-5f79-4659-be72-1ddd96b02387&quot;,&quot;caption&quot;:&quot;Welcome to the The School of Knowledge and this week&#8217;s free essay. Each Sunday, I send an essay to help you navigate your personal or professional transition, from those who have tried, failed and su&#8230;&quot;,&quot;cta&quot;:&quot;Read full story&quot;,&quot;showBylines&quot;:true,&quot;showDescription&quot;:true,&quot;showImage&quot;:true,&quot;size&quot;:&quot;sm&quot;,&quot;isEditorNode&quot;:true,&quot;title&quot;:&quot;21 Thinking Tools for Making Better Decisions&quot;,&quot;publishedBylines&quot;:[{&quot;id&quot;:63205291,&quot;name&quot;:&quot;The School of Knowledge&quot;,&quot;bio&quot;:&quot;The School of Knowledge is the weekly newsletter for SME owners and investors who want frameworks they can actually use &#8212; frameworks, checklists, and operating manuals every weekend, built to read on Sunday and use on Monday. &quot;,&quot;photo_url&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d165cb3d-bf48-49d3-9f24-64d415f83162_1500x1500.png&quot;,&quot;is_guest&quot;:false,&quot;bestseller_tier&quot;:null}],&quot;post_date&quot;:&quot;2025-05-25T14:20:07.068Z&quot;,&quot;cover_image&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/a1537930-0001-4c7b-bd2d-7f578829911f_3000x3000.png&quot;,&quot;cover_image_alt&quot;:null,&quot;canonical_url&quot;:&quot;https://www.theschoolofknowledge.net/p/21-thinking-tools-for-making-better-decisions&quot;,&quot;section_name&quot;:&quot;The Lab&quot;,&quot;video_upload_id&quot;:null,&quot;id&quot;:163530288,&quot;type&quot;:&quot;newsletter&quot;,&quot;reaction_count&quot;:359,&quot;comment_count&quot;:6,&quot;publication_id&quot;:1777736,&quot;publication_name&quot;:&quot;The School of Knowledge&quot;,&quot;publication_logo_url&quot;:&quot;https://substackcdn.com/image/fetch/$s_!_G-L!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fec0e538b-0459-48c7-bdf4-b1bd557e7589_1280x1280.png&quot;,&quot;belowTheFold&quot;:true,&quot;youtube_url&quot;:null,&quot;show_links&quot;:null,&quot;feed_url&quot;:null}"></div><div class="digest-post-embed" data-attrs="{&quot;nodeId&quot;:&quot;b2e20b48-7071-4add-8120-99dea308d21d&quot;,&quot;caption&quot;:&quot;Heuristics help us make sense of the world, but when we fail to think&#8212;or worse&#8212;outsource it, we give away a little piece of our autonomy. It&#8217;s never been harder to tell fact from fiction, guru from n&#8230;&quot;,&quot;cta&quot;:&quot;Read full story&quot;,&quot;showBylines&quot;:true,&quot;showDescription&quot;:true,&quot;showImage&quot;:true,&quot;size&quot;:&quot;sm&quot;,&quot;isEditorNode&quot;:true,&quot;title&quot;:&quot;19 Thinking Tools For Making Better Decisions&quot;,&quot;publishedBylines&quot;:[{&quot;id&quot;:63205291,&quot;name&quot;:&quot;The School of Knowledge&quot;,&quot;bio&quot;:&quot;The School of Knowledge is the weekly newsletter for SME owners and investors who want frameworks they can actually use &#8212; frameworks, checklists, and operating manuals every weekend, built to read on Sunday and use on Monday. &quot;,&quot;photo_url&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d165cb3d-bf48-49d3-9f24-64d415f83162_1500x1500.png&quot;,&quot;is_guest&quot;:false,&quot;bestseller_tier&quot;:null}],&quot;post_date&quot;:&quot;2026-01-11T13:51:36.068Z&quot;,&quot;cover_image&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/eeabf6b2-bac7-4497-b3ce-6b46fb55011e_1200x630.png&quot;,&quot;cover_image_alt&quot;:null,&quot;canonical_url&quot;:&quot;https://www.theschoolofknowledge.net/p/19-thinking-tools-for-making-better-decisions&quot;,&quot;section_name&quot;:&quot;The Lab&quot;,&quot;video_upload_id&quot;:null,&quot;id&quot;:164299962,&quot;type&quot;:&quot;newsletter&quot;,&quot;reaction_count&quot;:463,&quot;comment_count&quot;:14,&quot;publication_id&quot;:1777736,&quot;publication_name&quot;:&quot;The School of Knowledge&quot;,&quot;publication_logo_url&quot;:&quot;https://substackcdn.com/image/fetch/$s_!_G-L!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fec0e538b-0459-48c7-bdf4-b1bd557e7589_1280x1280.png&quot;,&quot;belowTheFold&quot;:true,&quot;youtube_url&quot;:null,&quot;show_links&quot;:null,&quot;feed_url&quot;:null}"></div><h3 style="text-align: center;"><strong>Incase you missed it</strong></h3><p>The second instalment of my <em>How to Understand Financial Statements </em>series explains how to master the balance sheet. Warren Buffetts first statement he picks up.  The first instalment on understanding the income statement can be found by clicking <a href="https://www.theschoolofknowledge.net/p/how-to-read-an-income-statement?r=11mpij">here.</a></p><div class="digest-post-embed" data-attrs="{&quot;nodeId&quot;:&quot;bafbbb29-90bb-4859-b5a5-b87221ed4635&quot;,&quot;caption&quot;:&quot;The School of Knowledge is the weekly newsletter for SME owners and investors who want frameworks they can actually use &#8212; frameworks, checklists, and operating manuals every weekend, built to read on Sunday and use on Monday.&quot;,&quot;cta&quot;:&quot;Read full story&quot;,&quot;showBylines&quot;:true,&quot;showDescription&quot;:true,&quot;showImage&quot;:true,&quot;size&quot;:&quot;lg&quot;,&quot;isEditorNode&quot;:true,&quot;title&quot;:&quot;Why Warren Buffett Reads the Balance Sheet Before Anything Else (And How to Do It Yourself)&quot;,&quot;publishedBylines&quot;:[{&quot;id&quot;:63205291,&quot;name&quot;:&quot;The School of Knowledge&quot;,&quot;bio&quot;:&quot;The School of Knowledge is the weekly newsletter for SME owners and investors who want frameworks they can actually use &#8212; frameworks, checklists, and operating manuals every weekend, built to read on Sunday and use on Monday. &quot;,&quot;photo_url&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d165cb3d-bf48-49d3-9f24-64d415f83162_1500x1500.png&quot;,&quot;is_guest&quot;:false,&quot;bestseller_tier&quot;:null}],&quot;post_date&quot;:&quot;2026-04-11T14:57:04.382Z&quot;,&quot;cover_image&quot;:&quot;https://substackcdn.com/image/fetch/$s_!AqT6!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F11b4ac10-918a-4455-aeb3-57345400b0e9_1200x630.png&quot;,&quot;cover_image_alt&quot;:null,&quot;canonical_url&quot;:&quot;https://www.theschoolofknowledge.net/p/why-warren-buffett-reads-the-balance&quot;,&quot;section_name&quot;:&quot;The Nuts and Bolts&quot;,&quot;video_upload_id&quot;:null,&quot;id&quot;:193887370,&quot;type&quot;:&quot;newsletter&quot;,&quot;reaction_count&quot;:6,&quot;comment_count&quot;:0,&quot;publication_id&quot;:1777736,&quot;publication_name&quot;:&quot;The School of Knowledge&quot;,&quot;publication_logo_url&quot;:&quot;https://substackcdn.com/image/fetch/$s_!_G-L!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fec0e538b-0459-48c7-bdf4-b1bd557e7589_1280x1280.png&quot;,&quot;belowTheFold&quot;:true,&quot;youtube_url&quot;:null,&quot;show_links&quot;:null,&quot;feed_url&quot;:null}"></div><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.theschoolofknowledge.net/p/a-lot-of-good-business-decisions-is-just-figuring-out-what-you-dont-want?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.theschoolofknowledge.net/p/a-lot-of-good-business-decisions-is-just-figuring-out-what-you-dont-want?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.theschoolofknowledge.net/p/a-lot-of-good-business-decisions-is-just-figuring-out-what-you-dont-want/comments&quot;,&quot;text&quot;:&quot;Leave a comment&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.theschoolofknowledge.net/p/a-lot-of-good-business-decisions-is-just-figuring-out-what-you-dont-want/comments"><span>Leave a comment</span></a></p>]]></content:encoded></item><item><title><![CDATA[Why Warren Buffett Reads the Balance Sheet Before Anything Else (And How to Do It Yourself)]]></title><description><![CDATA[Learn how to read a balance sheet from scratch &#8212; assets, liabilities, equity, and the ratios that matter most to investors and business operators.]]></description><link>https://www.theschoolofknowledge.net/p/why-warren-buffett-reads-the-balance</link><guid isPermaLink="false">https://www.theschoolofknowledge.net/p/why-warren-buffett-reads-the-balance</guid><dc:creator><![CDATA[The School of Knowledge]]></dc:creator><pubDate>Sat, 11 Apr 2026 14:57:04 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!AqT6!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F11b4ac10-918a-4455-aeb3-57345400b0e9_1200x630.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" 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class="pullquote"><p style="text-align: center;"><em>&#8220;I spend more time looking at balance sheets than I do income statements&#8221;</em></p><p style="text-align: center;"><em>&#8212; Warren Buffett</em></p></div><p>Out of the three financial statements, the balance sheet is more than likely to be the most confusing to you. After all &#8212; profit derives from revenue, and cash is &#8212; well, cash. But the balance sheet is the first financial statement that Warren Buffett picks up. Why?</p><p>Simply put, the balance sheet is harder to manipulate than the income statement. For business operators and self-taught investors, it&#8217;s not that you should understand it &#8212; you absolutely <em>need to</em>.</p><p>This is part two of the <em>How to Understand Financial Statements</em> series. Part one, is free and taught you <a href="https://www.theschoolofknowledge.net/p/how-to-read-an-income-statement?r=11mpij">How to Read an Income Statement</a>. Today, you&#8217;ll be learning why the balance sheet always reveals the most about a company. </p><div class="callout-block" data-callout="true"><p style="text-align: center;"><em>This article is from &#8220;The Nuts &amp; Bolts&#8221; section where I provide business operators and investors the mechanisms and manuals to make better decisions.</em> <em>To continue viewing articles like this please consider upgrading to The School of Knowledge+. </em></p></div>
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   ]]></content:encoded></item><item><title><![CDATA[Cynefin: The Decision-Making Tool Every Operator Needs]]></title><description><![CDATA[Not all problems are the same type of problem]]></description><link>https://www.theschoolofknowledge.net/p/cynefin-the-decision-making-tool</link><guid isPermaLink="false">https://www.theschoolofknowledge.net/p/cynefin-the-decision-making-tool</guid><dc:creator><![CDATA[The School of Knowledge]]></dc:creator><pubDate>Sun, 05 Apr 2026 08:27:38 GMT</pubDate><enclosure url="https://images.unsplash.com/photo-1591040092219-081fb773589c?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwyfHxwdXp6bGV8ZW58MHx8fHwxNzc1Mzc3MjY1fDA&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080" length="0" type="image/jpeg"/><content:encoded><![CDATA[<div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" 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class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">Photo by <a href="https://unsplash.com/@ashkfor121">Ashkan Forouzani</a></figcaption></figure></div><p style="text-align: center;"><em>The School of Knowledge is the weekly newsletter for SME owners and investors who want frameworks they can actually use &#8212; frameworks, checklists, and operating manuals every weekend, built to read on Sunday and use on Monday.</em></p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.theschoolofknowledge.net/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe now&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.theschoolofknowledge.net/subscribe?"><span>Subscribe now</span></a></p><div><hr></div><p>Not all problems are the same <em>types</em> of problem.</p><p>The biggest mistake you can make as an operator is to treat a complex situation as if it were merely a complicated one. Every problem lives somewhere &#8212; and where it lives determines how you should respond to it. The <strong>Cynefin Framework is a decision-making tool</strong> developed by David Snowden at IBM in the late 1990s. Its name comes from the Welsh word &#8220;habitat&#8221; or &#8220;place of belonging,&#8221; and there are five domains which help you categorise what type of problem you&#8217;re facing.</p><p><strong>Domain 1: Clear</strong></p><p>These are the problems where cause and effect are obvious to anyone paying attention. The rules are known, best practices exist, and you just need to follow them. The approach is: <em>sense &#8594; categorise &#8594; respond</em>.</p><p>For my construction business, this can be anything covered by a standard, code, or regulation. We have risk assessments and method statements to help mitigate and control risks and hazards. We follow building regulations set by the UK government or the HSE for safety and quality control. Fire door specifications or concrete mix ratios are pre-determined against rigorous testing. There&#8217;s no debate about the <em>right</em> answer &#8212; you just have to apply the known procedure. When dealing with novelty, if you reach for a solution that won&#8217;t fit, it simply won&#8217;t work.</p><p>The risk here for operators is <strong>complacency</strong>: you cannot treat <em>all</em> problems like they&#8217;re <em>Clear</em> problems.</p><p><strong>Domain 2: Complicated</strong></p><p>Cause and effect still exist, but you need expert analysis to identify them. The answer isn&#8217;t obvious, but it <em>is</em> knowable &#8212; given the right expertise. The approach is: <em>sense &#8594; analyse &#8594; respond</em>.</p><p>Just this week one of my site managers came across a complicated problem but didn&#8217;t know how to respond, because she determined she lacked the knowledge to answer it. She thought this was a <em>Clear</em> domain problem. The question came from a specialist subcontractor about the design of their bolts for anchoring down the steel to the new foundation. It isn&#8217;t a question we&#8217;re qualified to answer &#8212; hence structural engineers being part of the design team. The only solution was to tell her to <em>remove the stress of having to deal with this and get confirmation from the expert</em> &#8212; which in this case was the structural engineer.</p><p>Complicated domains need <strong>experts</strong>. The data and logic are there &#8212; but somebody who knows how to sieve through it and correctly analyse it is needed. It&#8217;s the territory of experts and professionals, where there could be more than one good answer &#8212; but both come from rigorous analysis.</p><p><strong>Domain 3: Complex</strong></p><p>Here&#8217;s where most interesting business and investment decisions actually live, and where most leaders get into trouble. In Complex systems, <strong>cause and effect can only be understood </strong><em><strong>in retrospect</strong></em>. You can&#8217;t analyse your way to the answer in advance because the system itself changes in response to what you do. The approach shifts: <em>probe &#8594; sense &#8594; respond</em>.</p><p>Capital cycles aren&#8217;t predictable by modelling. I can observe signals of where I believe the UK construction industry is within that cycle, but I can never be 100% sure we&#8217;re at the bottom or the top. I can only plan for such eventualities and remain adaptive. The danger in Complex terrain is <strong>demanding certainty before acting</strong> &#8212; or, equally bad, using one successful probe as evidence of a repeatable formula. The system keeps moving. Treating the current shortage of raw materials because of the Iran/Israel/America conflict as a Clear or Complicated domain problem means I am either trying to analyse a moving target and will act too slowly, or treating the issue as having a standardised process and making erroneous decisions.</p><p><strong>Domain 4: Chaotic</strong></p><p>Cause and effect have no relationship at all &#8212; there&#8217;s no time to analyse. You need to act immediately to establish some kind of order, then move into sense-making. The approach is: <em>act &#8594; sense &#8594; respond</em>.</p><p>Here, you act to contain, stabilise, and prevent further harm or problems. My Royal Marines background is instructive here: <strong>the ability to act under pressure without complete information</strong>, establish some order, and <em>then</em> begin to understand what happened. Operators who freeze because they want more data in Chaotic situations make things worse. What&#8217;s the absolute worst thing that could happen within your business &#8212; a complete shit show where the consequences are extreme? That&#8217;s this domain.</p><p><strong>Domain 5: Disorder</strong></p><p>This is the most dangerous domain, and the least discussed. It&#8217;s not a type of problem &#8212; it&#8217;s the state of <em>not knowing which domain you&#8217;re in</em>. When people are in Disorder, they default to their comfort zone. The expert reaches for analysis. The instinct-driven operator acts before sensing. The process-follower looks for a procedure. Most bad decisions happen here &#8212; not because people are stupid, but from misdiagnosis.</p><p><strong>The Central Lesson</strong></p><p>The framework&#8217;s real value comes from having a clear understanding of the boundaries. Clear problems can become Chaotic if you become complacent. Seeking certainty before action confuses Complex problems with Complicated. And the instinct to treat everything as Complicated &#8212; to keep hiring more consultants, to run more analysis &#8212; is a particular trap for intelligent, analytical people.</p><p>The diagnostic question worth keeping in your back pocket: <em>&#8220;Am I analysing this, or am I experimenting with it?&#8221;</em> If you need to experiment to find out, you&#8217;re in <strong>Complex terrain</strong> &#8212; and your job is to design good probes, not better analysis.</p><div><hr></div><p>If you found this useful, the paid tier of <em>The School of Knowledge+ </em>goes deeper into the frameworks that actually change how you operate and invest. Recent issues have covered Hamilton Helmer's 7 Powers &#8212; the competitive strategy framework used by some of the world's best investors &#8212; with worked examples, diagnostics, and case studies you won't find summarised anywhere else. <strong>If you want to think more clearly about business and capital, it's worth the upgrade.</strong> </p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.theschoolofknowledge.net/subscribe&quot;,&quot;text&quot;:&quot;Join The School of Knowledge+&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.theschoolofknowledge.net/subscribe"><span>Join The School of Knowledge+</span></a></p><h4>Incase you missed it</h4><p>This week i&#8217;ve been digging back into systems thinking; mainly understanding how to diagnose and alter feedback loops. Essential reading for those wanting to understand the drivers behind their business behaviours.</p><div class="digest-post-embed" data-attrs="{&quot;nodeId&quot;:&quot;b88d6e52-3c00-48cf-b265-e9e847fdc3d5&quot;,&quot;caption&quot;:&quot;The School of Knowledge is the weekly newsletter for SME owners and investors who want frameworks they can actually use &#8212; frameworks, checklists, and operating manuals every weekend, built to read on Sunday and use on Monday.&quot;,&quot;cta&quot;:&quot;Read full story&quot;,&quot;showBylines&quot;:true,&quot;showDescription&quot;:true,&quot;showImage&quot;:true,&quot;size&quot;:&quot;md&quot;,&quot;isEditorNode&quot;:true,&quot;title&quot;:&quot;How to Design the Systems That Run Your Business&quot;,&quot;publishedBylines&quot;:[{&quot;id&quot;:63205291,&quot;name&quot;:&quot;The School of Knowledge&quot;,&quot;bio&quot;:&quot;The School of Knowledge is the weekly newsletter for SME owners and investors who want frameworks they can actually use &#8212; frameworks, checklists, and operating manuals every weekend, built to read on Sunday and use on Monday. &quot;,&quot;photo_url&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d165cb3d-bf48-49d3-9f24-64d415f83162_1500x1500.png&quot;,&quot;is_guest&quot;:false,&quot;bestseller_tier&quot;:null}],&quot;post_date&quot;:&quot;2026-04-04T15:59:44.046Z&quot;,&quot;cover_image&quot;:&quot;https://images.unsplash.com/photo-1567789884554-0b844b597180?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwyfHxwcm9kdWN0aW9uJTIwbGluZXxlbnwwfHx8fDE3NzUzMTY5MTR8MA&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080&quot;,&quot;cover_image_alt&quot;:null,&quot;canonical_url&quot;:&quot;https://www.theschoolofknowledge.net/p/how-to-design-the-systems-that-run-your-business&quot;,&quot;section_name&quot;:&quot;The Nuts and Bolts&quot;,&quot;video_upload_id&quot;:null,&quot;id&quot;:193172476,&quot;type&quot;:&quot;newsletter&quot;,&quot;reaction_count&quot;:8,&quot;comment_count&quot;:0,&quot;publication_id&quot;:1777736,&quot;publication_name&quot;:&quot;The School of Knowledge&quot;,&quot;publication_logo_url&quot;:&quot;https://substackcdn.com/image/fetch/$s_!_G-L!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fec0e538b-0459-48c7-bdf4-b1bd557e7589_1280x1280.png&quot;,&quot;belowTheFold&quot;:true,&quot;youtube_url&quot;:null,&quot;show_links&quot;:null,&quot;feed_url&quot;:null}"></div><p>Until next time, Karl. </p><div><hr></div><p style="text-align: center;">Know someone who would benefit from understanding the 5 domain types&#8212;be a pal and share it:</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.theschoolofknowledge.net/p/cynefin-the-decision-making-tool?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.theschoolofknowledge.net/p/cynefin-the-decision-making-tool?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p><p style="text-align: center;">Have a question about this article, let&#8217;s chat about it:</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.theschoolofknowledge.net/p/cynefin-the-decision-making-tool/comments&quot;,&quot;text&quot;:&quot;Leave a comment&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.theschoolofknowledge.net/p/cynefin-the-decision-making-tool/comments"><span>Leave a comment</span></a></p><p></p>]]></content:encoded></item><item><title><![CDATA[How to Design the Systems That Run Your Business]]></title><description><![CDATA[The operator's guide to feedback loops]]></description><link>https://www.theschoolofknowledge.net/p/how-to-design-the-systems-that-run-your-business</link><guid isPermaLink="false">https://www.theschoolofknowledge.net/p/how-to-design-the-systems-that-run-your-business</guid><dc:creator><![CDATA[The School of Knowledge]]></dc:creator><pubDate>Sat, 04 Apr 2026 15:59:44 GMT</pubDate><enclosure url="https://images.unsplash.com/photo-1567789884554-0b844b597180?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwyfHxwcm9kdWN0aW9uJTIwbGluZXxlbnwwfHx8fDE3NzUzMTY5MTR8MA&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080" length="0" type="image/jpeg"/><content:encoded><![CDATA[<div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://images.unsplash.com/photo-1567789884554-0b844b597180?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwyfHxwcm9kdWN0aW9uJTIwbGluZXxlbnwwfHx8fDE3NzUzMTY5MTR8MA&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://images.unsplash.com/photo-1567789884554-0b844b597180?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwyfHxwcm9kdWN0aW9uJTIwbGluZXxlbnwwfHx8fDE3NzUzMTY5MTR8MA&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080 424w, https://images.unsplash.com/photo-1567789884554-0b844b597180?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwyfHxwcm9kdWN0aW9uJTIwbGluZXxlbnwwfHx8fDE3NzUzMTY5MTR8MA&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080 848w, https://images.unsplash.com/photo-1567789884554-0b844b597180?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwyfHxwcm9kdWN0aW9uJTIwbGluZXxlbnwwfHx8fDE3NzUzMTY5MTR8MA&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080 1272w, https://images.unsplash.com/photo-1567789884554-0b844b597180?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwyfHxwcm9kdWN0aW9uJTIwbGluZXxlbnwwfHx8fDE3NzUzMTY5MTR8MA&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080 1456w" sizes="100vw"><img src="https://images.unsplash.com/photo-1567789884554-0b844b597180?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwyfHxwcm9kdWN0aW9uJTIwbGluZXxlbnwwfHx8fDE3NzUzMTY5MTR8MA&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080" width="6000" height="4000" 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srcset="https://images.unsplash.com/photo-1567789884554-0b844b597180?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwyfHxwcm9kdWN0aW9uJTIwbGluZXxlbnwwfHx8fDE3NzUzMTY5MTR8MA&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080 424w, https://images.unsplash.com/photo-1567789884554-0b844b597180?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwyfHxwcm9kdWN0aW9uJTIwbGluZXxlbnwwfHx8fDE3NzUzMTY5MTR8MA&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080 848w, https://images.unsplash.com/photo-1567789884554-0b844b597180?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwyfHxwcm9kdWN0aW9uJTIwbGluZXxlbnwwfHx8fDE3NzUzMTY5MTR8MA&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080 1272w, https://images.unsplash.com/photo-1567789884554-0b844b597180?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwyfHxwcm9kdWN0aW9uJTIwbGluZXxlbnwwfHx8fDE3NzUzMTY5MTR8MA&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">Photo by <a href="https://unsplash.com/@lennykuhne">Lenny Kuhne</a></figcaption></figure></div><p style="text-align: center;"><em>The School of Knowledge is the weekly newsletter for SME owners and investors who want frameworks they can actually use &#8212; frameworks, checklists, and operating manuals every weekend, built to read on Sunday and use on Monday.</em></p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.theschoolofknowledge.net/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe now&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.theschoolofknowledge.net/subscribe?"><span>Subscribe now</span></a></p><div><hr></div><blockquote><p><em>In the big picture, one store&#8217;s inventory problem may seem trivial and fixable. But imagine that the inventory is that of all the unsold automobiles in America. Orders for more or fewer cars affect production not only at assembly plants and parts factories, but also at steel mills, rubber and glass plants, textile producers, and energy producers. Everywhere in this system are perception delays, production delays, delivery delays, and construction delays. Now consider the link between car production and jobs&#8212;increased production increases the number of jobs allowing more people to buy cars. That&#8217;s a reinforcing loop, which also works in the opposite direction: less production, fewer jobs, fewer car sales, less production. Put in another reinforcing loop, as speculators buy and sell shares in the auto and auto-supply companies based on their recent performance, so that an upsurge in production produces an upsurge in stock price, and vice versa. That very large system, with interconnected industries responding to each other through delays, entraining each other in their oscillations, and being amplified by multipliers and speculators, is the primary cause of business cycles.</em></p></blockquote><p><strong>The difference between a systems thinker and a system builder lies in a single verb:</strong> <em>design</em>. To read Meadows is to learn how to see feedback loops in existing systems&#8212;to trace reinforcing spirals and identify balancing mechanisms. But the operator&#8217;s question is harder: how do you engineer feedback into a system that does not yet have it? How do you decide what signal to amplify, what delay to shorten, what correction to automate? The shift from observation to architecture is the shift from analysis to craft, and it is the foundational skill of anyone who builds organisations, products, or supply chains.</p><p><strong>A well-designed feedback loop compounds because every major decision is evaluated against the loop&#8217;s logic, not against isolated metrics.</strong></p><p>Zara&#8217;s customers shop at their stores 250% more than other fashion retailers&#8212;not because their clothes are inherently better than everybody else&#8217;s&#8212;but because they understood how to design effective feedback loops.</p><p>The flagship brand of Inditex, Zara&#8217;s feedback loop was built on <strong>speed and efficiency</strong>. Traditional fashion retailers typically take six to nine months to go from design to shops, with most of production done pre-season. Zara has compressed this down to <em>fifteen days</em>. Under a quarter is designed before the season begins, with over half designed, manufactured, and shipped mid-season in direct response to customer demand. Store managers across more than six thousand shops in over eighty countries transmit sales data and qualitative observations&#8212;&#8221;this colour shirt isn&#8217;t selling,&#8221; &#8220;we can&#8217;t ever have enough stock of this winter coat&#8221;&#8212;to a centralised data-processing centre that operates around the clock. Small initial batches, sometimes just a few items, are sent out to test demand and feed data back into the system.</p><p>The logic behind the loop runs as follows: fast response to demand generates higher sell-through rates (roughly <strong>85 per cent of items sell at full price</strong>, against an industry average of around 60 per cent), which generates better margins, which funds the proximity manufacturing infrastructure. There was also a deliberate choice to house roughly 50 per cent of production hubs in Spain, Portugal, Morocco and Turkey in lieu of Asia to make this kind of speed possible in the first place. The average Zara customer visits seventeen times per year, compared with three or four for a typical retailer, because the product mix changes constantly.</p><p>The feedback loop is not merely observed; <em>it is architecturally embedded in every operational choice</em>&#8212;from the location of factories, to the design of the RFID-tagged supply chain, to the twice-weekly ordering cadence.</p><p>But not every feedback loop requires speed to be effective&#8212;and not every successful feedback loop has to be reinforcing.</p><p>Between 1948 and 1975, Taiichi Ohno and Eiji Toyoda created Toyota&#8217;s <strong>Andon system</strong>&#8212;one of the most elegant balancing feedback loops ever designed for a production environment. When a worker on the assembly line spots a fault, defect, shortage, or safety hazard, they pull a cord (or press a button in modern versions). A coloured light displays above the assembly line&#8212;green for normal, yellow for help requested, and red for line stopped. The word &#8220;Andon&#8221; means &#8220;paper lantern&#8221; in Japanese, hence the colours. Once initiated, a team leader goes over to thank the worker who pulled the cord. If the problem can be fixed within the cycle time, the line continues; if not, the affected station is stopped until the problem is resolved. The frequency and nature of every stop is logged and fed into Toyota&#8217;s continuous improvement process, Kaizen.</p><p>Problems on a Western production line are thought of as poor performance, whereas at Toyota&#8212;they are seen as <em>the highest form of quality control</em>. At one Toyota plant, when the average number of Andon pulls per shift dropped from a thousand to seven hundred, the CEO called an all-hands meeting&#8212;not to celebrate but to investigate. Either problems were being hidden or standards were too low. For Toyota, <strong>the absence of correction is itself a danger signal</strong> because it implies the balancing feedback loop has gone quiet.</p><p>The NUMMI joint venture between Toyota and GM in the 1980s proved the system was transferable: the Fremont, California workforce, previously considered GM&#8217;s worst, became its best within a year of adopting the Andon system and its cultural infrastructure.</p><p>Toyota embedded in their production lines a system that rewarded patience over speed, quality over output metrics. They demonstrated another clear understanding of feedback design when they also created a <strong>negative feedback loop</strong>&#8212;with the purpose of mitigating material waste.</p><p>Toyota&#8217;s pull-based system ensures materials are only moved down the production line as and when they are needed, resulting in maximum efficiency. This is the inverse of a push-based system that forecasts when certain materials are expected to be needed.</p><p>At Toyota, Kanban cards are <em>physical tokens of demand</em>, visible to all. The card-based production control system operates as a balancing feedback loop: downstream workstations signal to upstream workstations when they need more material. This pull-based system creates a negative feedback loop that regulates production by actual consumption rather than by forecast, preventing the overproduction that bedevils push-based systems.</p><p>The Zara and Toyota cases are instructive, but they're the easy half of this essay. The harder question is what happens when feedback loops go wrong &#8212; and more usefully, what you actually do about it. Below i've covered three failure modes (with the case studies to match), the single highest-leverage intervention for each, and a practical audit framework you can apply to your own business. If you've ever explained a bad quarter with <em>"the market shifted"</em> or <em>"we didn't see it coming,</em>" that section is probably worth your time. There's also a downloadable worksheet for paid subscribers.</p><h3>When feedback loops fail: too slow, too fast, or miscalibrated</h3>
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   ]]></content:encoded></item><item><title><![CDATA[Why You're Having a Midlife Crisis (And What's Really Behind It)]]></title><description><![CDATA[From Royal Marine to oven cleaner: What i learnt about living with purpose]]></description><link>https://www.theschoolofknowledge.net/p/why-youre-having-a-midlife-crisis-and-whats-really-behind-it</link><guid isPermaLink="false">https://www.theschoolofknowledge.net/p/why-youre-having-a-midlife-crisis-and-whats-really-behind-it</guid><dc:creator><![CDATA[The School of Knowledge]]></dc:creator><pubDate>Sun, 29 Mar 2026 09:45:51 GMT</pubDate><enclosure url="https://images.unsplash.com/photo-1643727399372-ab65bd9f0473?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwyfHxjaG9pY2VzfGVufDB8fHx8MTc3NDc3Njk0OXww&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080" length="0" type="image/jpeg"/><content:encoded><![CDATA[<div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://images.unsplash.com/photo-1643727399372-ab65bd9f0473?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwyfHxjaG9pY2VzfGVufDB8fHx8MTc3NDc3Njk0OXww&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://images.unsplash.com/photo-1643727399372-ab65bd9f0473?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwyfHxjaG9pY2VzfGVufDB8fHx8MTc3NDc3Njk0OXww&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080 424w, https://images.unsplash.com/photo-1643727399372-ab65bd9f0473?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHwyfHxjaG9pY2VzfGVufDB8fHx8MTc3NDc3Njk0OXww&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080 848w, 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fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">Photo by <a href="https://unsplash.com/@sophiakunkel">Sophia Kunkel</a></figcaption></figure></div><p style="text-align: center;"><em>The School of Knowledge is the weekly newsletter for SME owners and investors who want frameworks they can actually use &#8212; frameworks, checklists, and operating manuals every weekend, built to read on Sunday and use on Monday.</em></p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.theschoolofknowledge.net/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe now&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.theschoolofknowledge.net/subscribe?"><span>Subscribe now</span></a></p><div class="pullquote"><p style="text-align: center;">Without chaos, disorder and instability, life would grow stagnant&#8212;die. It becomes some sterile version of reality, not worth living anymore. Professionally and personally, <strong>the leading edge is where change happens.</strong> You have to step across the boundary&#8212;from known to unknown, because that&#8217;s where evolution, innovation and creativity are waiting for you.</p></div><p>What&#8217;s the difference between being stuck in a job you despise for 40 years and a 12 x 8ft cell? <em>Nothing.</em> The sad fact is&#8212;most people get up and go to work for somebody else&#8217;s version of what it means to live life. You feel paralysed, trapped in a body betraying your own free will. You don&#8217;t want to be here&#8212;you swore you weren&#8217;t going to be&#8212;but here you are anyway.</p><p>There&#8217;s something lifeless about following another person&#8217;s dreams. When you&#8217;re a kid, your dreams are of being a rockstar, an athlete, an artist. I was always the footballer scoring the winning goal in the World Cup final. Nobody wanted to be a cog in a massive wheel.</p><p>You say <em>dreams are for kids</em>, but i disagree. They just look different as an adult.</p><p>A dream as an adult is working on something you value&#8212;not despise. A dream is having enough money to share experiences with the people you love&#8212;not dislike. You waste 40 hours of your week, or more bluntly&#8212;<strong>86.6 days of your year on a job you couldn&#8217;t care less for.</strong> A dream as an adult is waking up in the morning and looking forward to the day&#8212;not in a whimsical way, but because you&#8217;re ready for whatever the day throws at you.</p><p><strong>A dream as an adult is doing something with purpose.</strong></p><p>I never once imagined as a kid, or even in early adulthood, that i would enjoy writing. Even worse&#8212;enjoy writing about stuff like <em>capital allocation</em>, <em>mental models</em> or <em>how to be a systems thinker</em>. But you can&#8217;t choose who or what you fall in love with. 15-year-old Karl would probably be taking the piss out of 36-year-old Karl. Perhaps because i&#8217;m approaching 40, i&#8217;ve been thinking about midlife crises a lot more. I don&#8217;t think i&#8217;m the susceptible type, but i also didn&#8217;t see my future love for financial ratios either. But, why do people have midlife crises? I think people have them for many reasons, but i think many come back to one thing: <strong>purpose.</strong> Or more specifically&#8212;<em>a lack of.</em></p><p>Us humans are a stubborn bunch. We&#8217;d rather be an insider suffering with the many, than an outsider. To go against the grain is to choose isolation. Writing about business couldn&#8217;t sound any more boring if i tried; it also sounds counterintuitive to what i&#8217;ve spoken about, but let me explain: The shoes on your feet, the coffee in your cup, and the eggs you ate for breakfast all come from businesses. <em>People are businesses&#8212;plain and simple.</em> Without people there can&#8217;t be any businesses.</p><p>So let me ask you again: What&#8217;s the difference between being stuck in a job you despise for 40 years and a 12 x 8ft cell? <em>Nothing.</em> But, let me ask it differently: What&#8217;s the <em>similarity</em> between being stuck in a job you despise for 40 years and a 12 x 8ft cell? <strong>A lack of purpose. Direction.</strong></p><p>The School of Knowledge was born as a placeholder for my thoughts and has turned into me distilling lessons i&#8217;ve learnt from being a nobody to a Royal Marine, to travelling the world, to getting paid thousands of dollars a day to cleaning ovens for minimum wage. I&#8217;ve built many lives in my 36 years and they&#8217;ve all taught me lessons&#8212;lessons that as a business owner-operator i want to share with people who are trying to build a life or career they want. If you just want the mental models, concepts and frameworks then stay for those alone. If you just want to learn about how to run or start your company and gain financial understanding you can do that too. But for those who want access to it all&#8212;<strong>warts and all</strong>&#8212;there&#8217;s an offer below waiting for you to just accept it.</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.theschoolofknowledge.net/subscribe&quot;,&quot;text&quot;:&quot;Upgrade Now&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.theschoolofknowledge.net/subscribe"><span>Upgrade Now</span></a></p><p>For those that want to keep on reading about uncertainty and changing your beliefs (or lack of) start here: </p><div class="digest-post-embed" data-attrs="{&quot;nodeId&quot;:&quot;1439447b-5133-456b-8bf0-c7b3cbf65e73&quot;,&quot;caption&quot;:&quot;In February 2009, I headed down south on a 5-hour train to join the Royal Marines. A few days earlier, I'd been accepted to work for a company that one of my best friends worked at, and still works for. Everything I'd known about myself (and others) prior to that decision told me it was a&quot;,&quot;cta&quot;:&quot;Read full story&quot;,&quot;showBylines&quot;:true,&quot;showDescription&quot;:true,&quot;showImage&quot;:true,&quot;size&quot;:&quot;sm&quot;,&quot;isEditorNode&quot;:true,&quot;title&quot;:&quot;Disorder, Chaos And Decay: How To Avoid High Entropy &quot;,&quot;publishedBylines&quot;:[{&quot;id&quot;:63205291,&quot;name&quot;:&quot;The School of Knowledge&quot;,&quot;bio&quot;:&quot;The School of Knowledge is the weekly newsletter for SME owners and investors who want frameworks they can actually use &#8212; frameworks, checklists, and operating manuals every weekend, built to read on Sunday and use on Monday. &quot;,&quot;photo_url&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d165cb3d-bf48-49d3-9f24-64d415f83162_1500x1500.png&quot;,&quot;is_guest&quot;:false,&quot;bestseller_tier&quot;:null}],&quot;post_date&quot;:&quot;2025-06-01T12:56:48.665Z&quot;,&quot;cover_image&quot;:&quot;https://substackcdn.com/image/fetch/$s_!mnsK!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa84ba2d8-556d-4e12-b892-a32cd2a6a44c_3000x3000.png&quot;,&quot;cover_image_alt&quot;:null,&quot;canonical_url&quot;:&quot;https://www.theschoolofknowledge.net/p/disorder-chaos-and-decay-how-to-avoid-high-entrop&quot;,&quot;section_name&quot;:&quot;The Lab&quot;,&quot;video_upload_id&quot;:null,&quot;id&quot;:164533812,&quot;type&quot;:&quot;newsletter&quot;,&quot;reaction_count&quot;:13,&quot;comment_count&quot;:0,&quot;publication_id&quot;:1777736,&quot;publication_name&quot;:&quot;The School of Knowledge&quot;,&quot;publication_logo_url&quot;:&quot;https://substackcdn.com/image/fetch/$s_!_G-L!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fec0e538b-0459-48c7-bdf4-b1bd557e7589_1280x1280.png&quot;,&quot;belowTheFold&quot;:true,&quot;youtube_url&quot;:null,&quot;show_links&quot;:null,&quot;feed_url&quot;:null}"></div><div class="digest-post-embed" data-attrs="{&quot;nodeId&quot;:&quot;795cabf3-3eb0-4b4c-8a7d-cd9988024be4&quot;,&quot;caption&quot;:&quot;Welcome to The School of Knowledge and this week&#8217;s free essay. Each Sunday, I send an essay to help you navigate your personal or professional transition, from those who have tried, failed and succee&#8230;&quot;,&quot;cta&quot;:&quot;Read full story&quot;,&quot;showBylines&quot;:true,&quot;showDescription&quot;:true,&quot;showImage&quot;:true,&quot;size&quot;:&quot;sm&quot;,&quot;isEditorNode&quot;:true,&quot;title&quot;:&quot;3 Ways We Fool Ourselves &quot;,&quot;publishedBylines&quot;:[{&quot;id&quot;:63205291,&quot;name&quot;:&quot;The School of Knowledge&quot;,&quot;bio&quot;:&quot;The School of Knowledge is the weekly newsletter for SME owners and investors who want frameworks they can actually use &#8212; frameworks, checklists, and operating manuals every weekend, built to read on Sunday and use on Monday. &quot;,&quot;photo_url&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d165cb3d-bf48-49d3-9f24-64d415f83162_1500x1500.png&quot;,&quot;is_guest&quot;:false,&quot;bestseller_tier&quot;:null}],&quot;post_date&quot;:&quot;2025-07-27T15:11:26.502Z&quot;,&quot;cover_image&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/623144b4-a563-4c76-8d91-d9d524e88a41_2750x2000.png&quot;,&quot;cover_image_alt&quot;:null,&quot;canonical_url&quot;:&quot;https://www.theschoolofknowledge.net/p/3-ways-we-fool-ourselves&quot;,&quot;section_name&quot;:&quot;The Lab&quot;,&quot;video_upload_id&quot;:null,&quot;id&quot;:168714182,&quot;type&quot;:&quot;newsletter&quot;,&quot;reaction_count&quot;:130,&quot;comment_count&quot;:3,&quot;publication_id&quot;:1777736,&quot;publication_name&quot;:&quot;The School of Knowledge&quot;,&quot;publication_logo_url&quot;:&quot;https://substackcdn.com/image/fetch/$s_!_G-L!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fec0e538b-0459-48c7-bdf4-b1bd557e7589_1280x1280.png&quot;,&quot;belowTheFold&quot;:true,&quot;youtube_url&quot;:null,&quot;show_links&quot;:null,&quot;feed_url&quot;:null}"></div><div><hr></div><h3><strong>Incase you missed it</strong></h3><p>Yesterday i published the third deep-dive on the 7 Powers series: Counter-Positioning. Essential reading for business owner operators:</p><div class="digest-post-embed" data-attrs="{&quot;nodeId&quot;:&quot;28519c1c-05a0-421e-afbb-ea865989a295&quot;,&quot;caption&quot;:&quot;The School of Knowledge is the weekly newsletter for SME owners and investors who want frameworks they can actually use &#8212; frameworks, checklists, and operating manuals every weekend, built to read on Sunday and use on Monday.&quot;,&quot;cta&quot;:&quot;Read full story&quot;,&quot;showBylines&quot;:true,&quot;showDescription&quot;:true,&quot;showImage&quot;:true,&quot;size&quot;:&quot;md&quot;,&quot;isEditorNode&quot;:true,&quot;title&quot;:&quot;How to Eat Your Competition for Breakfast&quot;,&quot;publishedBylines&quot;:[{&quot;id&quot;:63205291,&quot;name&quot;:&quot;The School of Knowledge&quot;,&quot;bio&quot;:&quot;The School of Knowledge is the weekly newsletter for SME owners and investors who want frameworks they can actually use &#8212; frameworks, checklists, and operating manuals every weekend, built to read on Sunday and use on Monday. &quot;,&quot;photo_url&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d165cb3d-bf48-49d3-9f24-64d415f83162_1500x1500.png&quot;,&quot;is_guest&quot;:false,&quot;bestseller_tier&quot;:null}],&quot;post_date&quot;:&quot;2026-03-28T09:36:56.232Z&quot;,&quot;cover_image&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/cc1be2fe-bc86-4446-a355-15d45496dd51_2458x1742.png&quot;,&quot;cover_image_alt&quot;:null,&quot;canonical_url&quot;:&quot;https://www.theschoolofknowledge.net/p/how-to-eat-your-competition-for-breakfast&quot;,&quot;section_name&quot;:&quot;The Case Library&quot;,&quot;video_upload_id&quot;:null,&quot;id&quot;:191222950,&quot;type&quot;:&quot;newsletter&quot;,&quot;reaction_count&quot;:2,&quot;comment_count&quot;:0,&quot;publication_id&quot;:1777736,&quot;publication_name&quot;:&quot;The School of Knowledge&quot;,&quot;publication_logo_url&quot;:&quot;https://substackcdn.com/image/fetch/$s_!_G-L!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fec0e538b-0459-48c7-bdf4-b1bd557e7589_1280x1280.png&quot;,&quot;belowTheFold&quot;:true,&quot;youtube_url&quot;:null,&quot;show_links&quot;:null,&quot;feed_url&quot;:null}"></div><p>Until next time, Karl.</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.theschoolofknowledge.net/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe now&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.theschoolofknowledge.net/subscribe?"><span>Subscribe now</span></a></p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.theschoolofknowledge.net/p/why-youre-having-a-midlife-crisis-and-whats-really-behind-it/comments&quot;,&quot;text&quot;:&quot;Leave a comment&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.theschoolofknowledge.net/p/why-youre-having-a-midlife-crisis-and-whats-really-behind-it/comments"><span>Leave a comment</span></a></p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.theschoolofknowledge.net/p/why-youre-having-a-midlife-crisis-and-whats-really-behind-it?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.theschoolofknowledge.net/p/why-youre-having-a-midlife-crisis-and-whats-really-behind-it?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p>]]></content:encoded></item><item><title><![CDATA[The 7 Types of Business Power: Counter Positioning ]]></title><description><![CDATA[Counter-Positioning: rational choices and cognitive biases that paralyse businesses]]></description><link>https://www.theschoolofknowledge.net/p/the-7-types-of-business-power-counter-positioning</link><guid isPermaLink="false">https://www.theschoolofknowledge.net/p/the-7-types-of-business-power-counter-positioning</guid><dc:creator><![CDATA[The School of Knowledge]]></dc:creator><pubDate>Sat, 28 Mar 2026 09:36:56 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/cc1be2fe-bc86-4446-a355-15d45496dd51_2458x1742.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!io0y!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F55f967ea-b2da-4690-949c-796404ac226d_2458x1742.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!io0y!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F55f967ea-b2da-4690-949c-796404ac226d_2458x1742.png 424w, https://substackcdn.com/image/fetch/$s_!io0y!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F55f967ea-b2da-4690-949c-796404ac226d_2458x1742.png 848w, https://substackcdn.com/image/fetch/$s_!io0y!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F55f967ea-b2da-4690-949c-796404ac226d_2458x1742.png 1272w, 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class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><em>The School of Knowledge is the weekly newsletter for SME owners and investors who want frameworks they can actually use &#8212; frameworks, checklists, and operating manuals every weekend, built to read on Sunday and use on Monday.</em></p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.theschoolofknowledge.net/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe now&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.theschoolofknowledge.net/subscribe?"><span>Subscribe now</span></a></p><div><hr></div><blockquote><p><em>There are few occurrences in business as complex as the emergence and eventual success of a new business model. &#8212; Hamilton Helm</em>er</p></blockquote><p>After the First World War, the French built a line of concrete fortifications, obstacles, and weaponry along their border to protect themselves against the Germans, famously known as the <a href="https://www.theschoolofknowledge.net/p/is-what-doesnt-kill-you-makes-you-stronger-terrible-advice?r=11mpij">Maginot Line</a>. Up until the Second World War, war was almost predictable, slow, and recently fought in filthy trenches just metres from your enemy. You couldn&#8217;t blame Andr&#233; Maginot&#8217;s <strong>rationale</strong> for building the line &#8212; after all, it was the Germans who had been defeated the last time out.</p><p>But the Germans &#8212; bankrupt, embarrassed, and sent to the world&#8217;s metaphorical naughty corner &#8212; developed something so extraordinarily novel it birthed its own name: <em>Blitzkrieg</em>. And it was something else. The Maginot Line never stood a chance as the Germans ravaged their way through Europe to Paris, unfortunately developing its own signature branding: <em>&#8220;For expensive things that offer a false sense of security.&#8221;</em></p><p>However, this isn&#8217;t a lesson on military ignorance: it&#8217;s about the most consequential Power in Hamilton Helmer&#8217;s 7 Powers. A Power whereby the incumbent can know of the novel business model, but declines to alter their strategy until it&#8217;s too late and they&#8217;ve been steamrolled. <strong>This Power is called Counter-Positioning.</strong></p><p>This is the third deep-dive in the <strong>7 Powers</strong> series &#8212; Hamilton Helmer&#8217;s landmark book on how businesses use strategy and value to create consistent differential returns&#8212;something he calls <strong>Power</strong>. In the introductory article, I explained <em><strong><a href="https://www.theschoolofknowledge.net/p/why-value-creation-alone-isnt-a-moat-yet?r=11mpij">why value creation alone isn&#8217;t a moat</a></strong></em>; in the first deep-dive, I covered <strong><a href="https://www.theschoolofknowledge.net/p/the-7-types-of-business-power-scale-economies">Scale Economies</a></strong>; in the second, we examined <strong><a href="https://www.theschoolofknowledge.net/p/the-7-types-of-business-power-network-economies">Network Economies</a></strong>. Let&#8217;s now get into the third Power: Counter-Positioning.</p><h3>What is Counter-Positioning?</h3><blockquote><p><em>A newcomer adopts a new, superior business model which the incumbent does not mimic due to anticipated damage to their existing business. &#8212; Hamilton Helmer</em></p></blockquote><p>Jack C. Bogle had a radical new idea: an equity fund that simply tracked the market. On May 1st, 1975, he managed to persuade a reluctant Wellington Management board to back his company, Vanguard. Up until then, funds had been run by managers who collected fees and commissions &#8212; but Bogle&#8217;s Vanguard would operate at cost, return all profits to fundholders, and eventually abolish sale commissions.</p><p>The idea didn&#8217;t go down well &#8212; initial subscriptions reached just $11 million by 1976. The sticking point was that Bogle needed brokers to help distribute the fund, but the fund&#8217;s premise was centred around not needing their input. It&#8217;s hard to get people to do things for you when they have no self-interest.</p><p>And just like the French were thinking rationally when they built the Maginot Line, it&#8217;s easy to see why the active management firm Fidelity weren&#8217;t interested in this new business model. No star fund managers, no research department, and an unwillingness to attempt to beat the market &#8212; it went against everything that made Fidelity what it was.</p><p>Fidelity were awake to the threat alright &#8212; they just fancied their model more than Vanguard&#8217;s. That&#8217;s what Counter-Positioning actually is: <em>the incumbent knowingly decides against adopting the new business model.</em> And it&#8217;s far more unsettling for investors than a story about incumbent blindness.</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.theschoolofknowledge.net/p/the-7-types-of-business-power-counter-positioning?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.theschoolofknowledge.net/p/the-7-types-of-business-power-counter-positioning?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p><h3>The Mechanisms of Counter-Positioning</h3><p>Compared to Vanguard, Fidelity Investments possessed a structural disadvantage: they had to consistently beat the market before deducting their fees to arrive at the same place Vanguard was aiming for &#8212; to track the index. That&#8217;s no small task, and Fidelity was fighting against three forms of collateral damage:</p><p><strong>Revenue cannibalisation:</strong> Vanguard directly ate into Fidelity&#8217;s active management fees by offering customers a way to circumvent them entirely &#8212; opting for Vanguard&#8217;s fund instead. This is similar to how Blockbuster relied on late fees (50% of revenue) and Netflix came along with a superior model: digital rental and no late fees.</p><p><strong>Distribution destruction:</strong> The new model undermined Fidelity&#8217;s reliance on brokers, who collected their fees regardless of how well the fund performed.</p><p><strong>Identity destruction:</strong> The most powerful of the three. Fidelity&#8217;s whole mythology was built on the premise that people needed their expertise &#8212; their star managers, their research, their brokers. Admitting that Vanguard had a superior model wasn&#8217;t just breaking a historical promise to customers: <em>it was questioning the very identity of the company.</em> Some businesses just can&#8217;t look themselves in the mirror.</p><h3>Benefits and Barriers</h3><p><strong>The benefit</strong></p><p>The new business model is superior to the existing one by offering considerably lower costs, or the ability to charge higher prices. For Vanguard, they completely negated portfolio manager fees, broker fees, and trading costs simply by not needing their &#8216;expertise&#8217;. Along with returning profits to fund-holders, this allowed Vanguard to take market share from Fidelity.</p><p><strong>The barrier</strong></p><p>Compared to the other Powers, the barrier for Counter-Positioning is a tad more mysterious. The barrier is formed from the incumbent&#8217;s own willingness to <em>deliberately not engage</em> with the newer business model, believing the potential returns are inferior to their legacy model and won&#8217;t make up the collateral damage from switching. <strong>Their existing model acts as a prison.</strong> It wasn&#8217;t that Fidelity were caught on their toes, or lacked foresight &#8212; it was determined through a thoughtful, calculated process that ultimately concluded they just couldn&#8217;t switch financially. A rational decision by any means.</p><blockquote><p><em>&#8220;Why would anyone settle for average returns?&#8221; &#8212; Ned Johnson, Fidelity</em></p></blockquote><div><hr></div><h3>Case Study: Vanguard</h3><p>So how did Bogle&#8217;s bold move in 1976 pan out? Let&#8217;s look at Vanguard&#8217;s assets under management (AUM):</p><ul><li><p>August 1976: $11M at launch</p></li><li><p>Mid-1977: $17M (Helmer&#8217;s figure, from the book)</p></li><li><p>End of 2015: $3T (Helmer&#8217;s figure, from the book)</p></li><li><p>December 2025: $12 trillion total, of which $10.1 trillion is index assets and $1.9 trillion is active<a class="footnote-anchor" data-component-name="FootnoteAnchorToDOM" id="footnote-anchor-1" href="#footnote-1" target="_self">1</a></p></li></ul><p>That progression &#8212; from $11 million to $12 trillion over nearly 50 years &#8212; is one of the most dramatic compounding stories in financial history. If we calculate the CAGR:</p><p>CAGR = (12,000,000 / 11)^(1/49) &#8722; 1 = <strong>approximately 32.8% per year</strong></p><p><em>(Both figures expressed in $M: $12 trillion = $12,000,000M; starting AUM = $11M)</em></p><p>But it&#8217;s important to note a caveat: this isn&#8217;t an investment return. It&#8217;s a measure of business growth &#8212; AUM expansion driven by two compounding forces simultaneously: market appreciation on existing assets, and net new inflows as investors moved from active to passive. What the CAGR captures is the <em>combined</em> effect of a superior product attracting capital while the incumbent was rationally paralysed. Every year Fidelity decided <em>not</em> to fully replicate Vanguard&#8217;s model, more assets migrated. The CAGR isn&#8217;t measuring Vanguard&#8217;s investment skill &#8212; it&#8217;s measuring the <em>rate at which the Counter-Position compounded against Fidelity.</em></p><p>Fidelity&#8217;s rational decision not to engage with the new model may have been smart in the short term, but catastrophic long term.</p><p><strong>The fee cliff</strong></p><p>It wasn&#8217;t until 2018 that Fidelity launched their Zero funds<a class="footnote-anchor" data-component-name="FootnoteAnchorToDOM" id="footnote-anchor-2" href="#footnote-2" target="_self">2</a>, introducing a 0% expense ratio to compete with low-cost index providers. Just 42 years later.</p><p>Interestingly, average expense ratios <em>increased</em> through the 80s and 90s, rising to an average of 1.04% in 1996. The incumbent active funds weren&#8217;t even cutting fees in response &#8212; they were <em>raising</em> them. Eventually, passive investing became impossible to ignore, and by 2021 expense ratios had fallen to approximately 0.46% compared to 0.06% for index funds &#8212; a gap of roughly 7.5x.</p><p>Fidelity manages roughly $5.4 trillion in discretionary AUM today. At a blended active fee of even 0.50%, that&#8217;s $27 billion in annual fee revenue. Vanguard&#8217;s average expense ratio across its $12 trillion AUM is approximately 0.05&#8211;0.06%, producing around $6 billion in revenue despite managing more than twice the assets. That gap &#8212; <strong>$27B vs $6B on comparable AUM</strong> &#8212; is the collateral damage number made concrete. You could argue that Fidelity would have been foolish to move into passive indexing any sooner than they did.</p><p>That&#8217;s what makes Counter-Positioning as a Power so interesting. The incumbent can survive &#8212; <em>thrive even</em> &#8212; but they are rationally unwilling to copy the new entrant because the numbers don&#8217;t math the way they want them to math. Fidelity survived. <a href="https://www.theschoolofknowledge.net/p/why-value-creation-alone-isnt-a-moat-yet?r=11mpij">Blockbuster</a> did not.</p><p><strong>The distribution network problem</strong></p><p>Not only did the numbers not stack up, but Fidelity was built on incentives. Active fund managers were paid well for beating the market, advisors earned a commission for getting customers to move money into Fidelity&#8217;s funds, and brokers collected fees for sorting out the admin. It was a win-win-win for all involved. And besides, most people who invest in funds look at total fees of, say, 2&#8211;3% per year and think: <em>that&#8217;s not a bad deal, is it?</em> It&#8217;s only when you do the maths and see the compound effect of those fees over 30 years that you start to have a heart attack.</p><p>Better to do that maths in your healthier years, i&#8217;d say.</p><p>For Fidelity to have entered this market in the mid-seventies would have meant a complete reconstruction of their foundations, and from being in the construction industry i can tell you one thing: if you need to change your foundations, whatever&#8217;s sitting on top of them &#8212; a building, a business model &#8212; has to come down.</p><p><strong>The identity trap</strong></p><p>Most interesting, i think, is how it would have looked if Fidelity had changed course. A prestigious firm with &#8216;world-class&#8217; portfolio managers suddenly tells customers: <em>&#8220;we actually think we&#8217;ve found something better &#8212; and guess what, it&#8217;s practically free.&#8221;</em> Maybe great for those just signing up, but a potential headache for those already heavily invested. Having a reputation to uphold is costly.</p><p>So, Fidelity saw exactly what Vanguard was doing. They had the capital, the distribution, the brand, and the talent to respond. They understood the new model completely. So why did it take them over forty years to copy them?</p><p>In the paid section, i look to answer this question, along with:</p><ul><li><p><em>The precise calculation Fidelity made &#8212; and why it was rational, not lazy</em></p></li><li><p><em>Helmer&#8217;s decision tree for evaluating any Counter-Position &#8212; and what it reveals about durability</em></p></li><li><p><em>The three ways incumbents fail to respond: Milk, History&#8217;s Slave, and Job Security &#8212; and why only one of them is investable</em></p></li><li><p><em>How to calculate whether a Counter-Position will hold or collapse</em></p></li><li><p><em>Six red flags to watch out for that tell you if Counter-Positioning will fail</em></p></li><li><p><em>Where weak versions of this Power appear &#8212; and what they&#8217;re actually worth</em></p></li></ul><h3>Helmer&#8217;s Decision Tree: The Taxonomy of Incumbent Failure</h3><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!OD3g!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4b4b7daa-f707-468c-8c3c-7d4734f593b2_3000x3000.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!OD3g!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4b4b7daa-f707-468c-8c3c-7d4734f593b2_3000x3000.png 424w, https://substackcdn.com/image/fetch/$s_!OD3g!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4b4b7daa-f707-468c-8c3c-7d4734f593b2_3000x3000.png 848w, https://substackcdn.com/image/fetch/$s_!OD3g!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4b4b7daa-f707-468c-8c3c-7d4734f593b2_3000x3000.png 1272w, https://substackcdn.com/image/fetch/$s_!OD3g!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4b4b7daa-f707-468c-8c3c-7d4734f593b2_3000x3000.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!OD3g!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4b4b7daa-f707-468c-8c3c-7d4734f593b2_3000x3000.png" width="1456" height="1456" 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srcset="https://substackcdn.com/image/fetch/$s_!OD3g!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4b4b7daa-f707-468c-8c3c-7d4734f593b2_3000x3000.png 424w, https://substackcdn.com/image/fetch/$s_!OD3g!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4b4b7daa-f707-468c-8c3c-7d4734f593b2_3000x3000.png 848w, https://substackcdn.com/image/fetch/$s_!OD3g!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4b4b7daa-f707-468c-8c3c-7d4734f593b2_3000x3000.png 1272w, https://substackcdn.com/image/fetch/$s_!OD3g!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4b4b7daa-f707-468c-8c3c-7d4734f593b2_3000x3000.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div 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   ]]></content:encoded></item><item><title><![CDATA[Every Business Decision Has a Hidden Price — Here's How to Calculate It]]></title><description><![CDATA[A real-world capital allocation case study on opportunity cost for operators and investors.]]></description><link>https://www.theschoolofknowledge.net/p/the-hidden-cost-of-saying-no-opportunity</link><guid isPermaLink="false">https://www.theschoolofknowledge.net/p/the-hidden-cost-of-saying-no-opportunity</guid><dc:creator><![CDATA[The School of Knowledge]]></dc:creator><pubDate>Sun, 22 Mar 2026 16:16:57 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!vBz_!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5b3e355e-1491-4c48-95f7-f297f1f13ca1_3840x2400.jpeg" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p style="text-align: center;"><em>The School of Knowledge is the weekly newsletter for SME owners and investors who want frameworks they can 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stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>Every capital allocation decision you make means foregoing other options available to you&#8212;and getting those decisions right is the difference between <em>good</em> investments and <em>great</em> ones.</p><p>Between a 12% return or 20%.</p><p>Great investors such as Charlie Munger and Nick Sleep thought about <strong>capital allocation</strong> a lot, and i leaned on their way of thinking when i had to make a capital allocation decision for my business this week.</p><p>The construction industry is cyclical. We&#8217;re usually one of the first industries impacted by recessions and usually the last out of one. The last couple of years i&#8217;ve seen clients delay more projects, material and labour prices double and national insurance rates shoot up, all contributing to a difficult period for the industry.</p><p>But, a declining industry offers opportunities for businesses that operate well, have healthy margins and, more importantly&#8212;have <strong>cash on their balance sheet</strong> ready to deploy.</p><p>Being a Principal Contractor in the UK, you are heavily reliant on being competitive enough to win jobs through the public or private sector, which in general is just a race to the bottom with margins amongst the lowest in any industry. A big part of this is the layers upon layers of bureaucracy in the industry&#8212;all taking their fees whilst passing on the risk to the contractors. Fair enough&#8212;but i want more reward for my risk.</p><p>A couple of weeks ago i was presented with software that cut right through those layers of bureaucracy and went straight to the source of what we wanted to do as a company: buy land, build commercial buildings on it, and then sell or rent them. No estate agents to deal with, no developers, no consultants&#8212;no waiting around for people to do things for you. No tendering. <em>A direct link to the landowner</em>, with a service that even sent them letters with your offer.</p><p>It was great, but the problem was that the software was expensive and i declined their service. But, a few days later i sat and thought about the decision i&#8217;d made. With this software i could do everything remotely. i didn&#8217;t even need to leave my desk. By rejecting their service i was accepting that i was willing to carry on searching for land the old way; scrolling websites, communicating with estate agents, taking time out of my day to go and view the land, and relying on them to get back to me whenever they pleased. Not to mention the synthesised bidding wars they create.</p><p>i added up the time it would take for myself or my business partners to do all of this, and conservatively estimated that the minimum would be two days a week if we were limiting our search to the North West of England, and were taking it half-seriously. We are also unquestionably up against other companies who have whole departments dedicated to doing something similar, with better resources and more capital.</p><p>Once i looked at the maths&#8212;the cost of one of us doing this manually for two days a week, or 104 days a year (not accounting for holidays)&#8212;it <em>dwarfed</em> the annual cost of the software. That&#8217;s before any savings from going direct to the vendor and developing and building ourselves.</p><p><strong>The opportunity cost of not purchasing the software was too high</strong>, so i made a call with my tail between my legs and changed course (not before getting two months free).</p><p>i don&#8217;t have a crystal ball and time will tell if the investment pays off, but by understanding the concept of <strong>opportunity cost</strong>&#8212;by being able to work out the present value of future cash flows&#8212;i&#8217;ve given myself a reasonable edge and sought to take back more control over my company&#8217;s future prospects.</p><p>And that&#8217;s what The School of Knowledge hopes to assist you with. Making better business and investment decisions. There are no rose-tinted glasses here&#8212;i call a spade a spade and look to share everything i&#8217;ve found useful in getting to where i am today.</p><p>If you&#8217;re an operator&#8212;someone who <em>does</em> things&#8212;and would like to read more about <a href="https://www.theschoolofknowledge.net/p/an-introduction-to-capital-allocation-and-why-its-the-ceos-most-important-job?r=11mpij">capital allocation</a>, <a href="https://www.theschoolofknowledge.net/p/understanding-retained-earnings-opportunity-cost-and-net-present-value?r=11mpij">opportunity cost</a> and net present value, click through to the following posts:</p><p>For paid subscribers, next Saturday i produce a deep dive into the most paralysing form of business strategy: <strong>Counter-Positioning</strong>. To read the first two articles in this series click below. </p><p>Until next time, </p><p>Karl. </p><div class="digest-post-embed" data-attrs="{&quot;nodeId&quot;:&quot;fd3d50c1-3a02-42d4-917f-3b7bd356c7d4&quot;,&quot;caption&quot;:&quot;&#8220;A monopoly business gets stronger as it gets bigger: the fixed costs of creating a product (engineering, management, office space) can be spread out over ever greater quantities of sales.&#8221; &#8212; Peter Thiel&quot;,&quot;cta&quot;:&quot;Read full story&quot;,&quot;showBylines&quot;:true,&quot;showDescription&quot;:true,&quot;showImage&quot;:true,&quot;size&quot;:&quot;lg&quot;,&quot;isEditorNode&quot;:true,&quot;title&quot;:&quot;Why Intel Can't Beat TSMC (And What It Reveals About Every Business)&quot;,&quot;publishedBylines&quot;:[{&quot;id&quot;:63205291,&quot;name&quot;:&quot;The School of Knowledge&quot;,&quot;bio&quot;:&quot;The School of Knowledge is the weekly newsletter for SME owners and investors who want frameworks they can actually use &#8212; frameworks, checklists, and operating manuals every weekend, built to read on Sunday and use on Monday. &quot;,&quot;photo_url&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d165cb3d-bf48-49d3-9f24-64d415f83162_1500x1500.png&quot;,&quot;is_guest&quot;:false,&quot;bestseller_tier&quot;:null}],&quot;post_date&quot;:&quot;2026-02-25T14:53:39.198Z&quot;,&quot;cover_image&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/ff32e9ba-94c5-4022-808b-8cfe80db28a5_1024x1024.png&quot;,&quot;cover_image_alt&quot;:null,&quot;canonical_url&quot;:&quot;https://www.theschoolofknowledge.net/p/why-intel-cant-beat-tsmc-and-what-it-reveals-about-every-business&quot;,&quot;section_name&quot;:&quot;The Case Library&quot;,&quot;video_upload_id&quot;:null,&quot;id&quot;:188906740,&quot;type&quot;:&quot;newsletter&quot;,&quot;reaction_count&quot;:5,&quot;comment_count&quot;:0,&quot;publication_id&quot;:1777736,&quot;publication_name&quot;:&quot;The School of Knowledge&quot;,&quot;publication_logo_url&quot;:&quot;https://substackcdn.com/image/fetch/$s_!_G-L!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fec0e538b-0459-48c7-bdf4-b1bd557e7589_1280x1280.png&quot;,&quot;belowTheFold&quot;:true,&quot;youtube_url&quot;:null,&quot;show_links&quot;:null,&quot;feed_url&quot;:null}"></div><div class="digest-post-embed" data-attrs="{&quot;nodeId&quot;:&quot;d8a88c17-02a7-4783-806e-aeb4d0cbcbdb&quot;,&quot;caption&quot;:&quot;When a product launches it attracts initial users. If the product is popular, more people flood to use it, making it even more popular. As it grows in popularity and user numbers, more people begin to use the product until it reaches a tipping point of no return.&quot;,&quot;cta&quot;:&quot;Read full story&quot;,&quot;showBylines&quot;:true,&quot;showDescription&quot;:true,&quot;showImage&quot;:true,&quot;size&quot;:&quot;lg&quot;,&quot;isEditorNode&quot;:true,&quot;title&quot;:&quot;Why Google Couldn't Beat Facebook&#8212;And What It Teaches Us About Network Economies&quot;,&quot;publishedBylines&quot;:[{&quot;id&quot;:63205291,&quot;name&quot;:&quot;The School of Knowledge&quot;,&quot;bio&quot;:&quot;The School of Knowledge is the weekly newsletter for SME owners and investors who want frameworks they can actually use &#8212; frameworks, checklists, and operating manuals every weekend, built to read on Sunday and use on Monday. &quot;,&quot;photo_url&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d165cb3d-bf48-49d3-9f24-64d415f83162_1500x1500.png&quot;,&quot;is_guest&quot;:false,&quot;bestseller_tier&quot;:null}],&quot;post_date&quot;:&quot;2026-03-04T18:35:25.049Z&quot;,&quot;cover_image&quot;:&quot;https://substackcdn.com/image/fetch/$s_!qLGm!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3c2cfdbc-eee7-4cb5-8273-957172e9d149_1432x1316.png&quot;,&quot;cover_image_alt&quot;:null,&quot;canonical_url&quot;:&quot;https://www.theschoolofknowledge.net/p/why-google-couldnt-beat-facebook-and-what-it-teaches-us-about-network-economies&quot;,&quot;section_name&quot;:&quot;The Case Library&quot;,&quot;video_upload_id&quot;:null,&quot;id&quot;:189660857,&quot;type&quot;:&quot;newsletter&quot;,&quot;reaction_count&quot;:11,&quot;comment_count&quot;:0,&quot;publication_id&quot;:1777736,&quot;publication_name&quot;:&quot;The School of Knowledge&quot;,&quot;publication_logo_url&quot;:&quot;https://substackcdn.com/image/fetch/$s_!_G-L!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fec0e538b-0459-48c7-bdf4-b1bd557e7589_1280x1280.png&quot;,&quot;belowTheFold&quot;:true,&quot;youtube_url&quot;:null,&quot;show_links&quot;:null,&quot;feed_url&quot;:null}"></div><div><hr></div><h6>Photo by nfcoooooooooooew: https://www.pexels.com/photo/aerial-view-of-lush-patchwork-farmland-in-summer-36249642/</h6>]]></content:encoded></item><item><title><![CDATA[Stop collecting ideas. Start using them. ]]></title><description><![CDATA[Who it's for, what you get, and where to start.]]></description><link>https://www.theschoolofknowledge.net/p/stop-collecting-ideas-start-using</link><guid isPermaLink="false">https://www.theschoolofknowledge.net/p/stop-collecting-ideas-start-using</guid><dc:creator><![CDATA[The School of Knowledge]]></dc:creator><pubDate>Sat, 21 Mar 2026 13:00:19 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/1e41573d-c33a-4668-89eb-a51740547a28_1200x857.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!L_dK!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F58eace39-927c-441f-b03e-1ea92073133e_1200x630.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source 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class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p style="text-align: center;"><em>The School of Knowledge is the weekly newsletter for SME owners and investors who want frameworks they can actually use &#8212; frameworks, checklists, and operating manuals every weekend, built to read on Sunday and use on Monday. </em></p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.theschoolofknowledge.net/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe now&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.theschoolofknowledge.net/subscribe?"><span>Subscribe now</span></a></p><div><hr></div><p><strong>If you&#8217;ve just subscribed &#8212; welcome. You&#8217;re in the right place.</strong></p><p>This post will tell you exactly what to expect, who this is for, and where to start.</p><div><hr></div><h4>Who this is for</h4><p>The School of Knowledge is built for three types of people:</p><p><strong>The business owner</strong> who runs a profitable company but knows their decision-making could be sharper. You&#8217;re past survival mode. Now you want to allocate capital better, build systems that don&#8217;t depend on you, and think more clearly under pressure.</p><p><strong>The operator-investor</strong> who puts their own money to work alongside running a business. You don&#8217;t have a fund manager. You have a balance sheet, a calendar, and your own judgement. You need frameworks that work in the real world, not the classroom.</p><p><strong>The serious learner</strong> who is tired of business content that sounds good but doesn&#8217;t change how you act. You want ideas you can deploy on a Monday morning, not collect in a notebook.</p><p>If any of those sound like you, keep reading.</p><div><hr></div><h4>The 10 problems we solve</h4><ol><li><p>You consume more business content than you act on</p></li><li><p>You make capital allocation decisions without a repeatable framework</p></li><li><p>You don&#8217;t have time to read 400-page books or dig through case studies</p></li><li><p>Your mental models came from one industry &#8212; and they show</p></li><li><p>You understand your business operationally but not financially</p></li><li><p>You make decisions under uncertainty without a structured process</p></li><li><p>You can&#8217;t always explain your reasoning to others (or yourself)</p></li><li><p>You know what to do but not how to stress-test it before you do it</p></li><li><p>Your systems exist in your head, not on paper</p></li><li><p>You want to think like the best operators and investors &#8212; but most of what they&#8217;ve written is too abstract to use</p></li></ol><div><hr></div><h4>What you get</h4><p><strong>Every Sunday, free:</strong> <strong>The Weekly</strong> &#8212; a short framework, decision, or question drawn from real operator experience. Always free.</p><p><strong>Every Saturday, for paid members:</strong></p><ul><li><p><strong>The Lab</strong> &#8212; essays on mental models, systems, and ways of thinking. The big ideas, made deployable.</p></li><li><p><strong>The Case Library</strong> &#8212; deep research on businesses and operators. The kind of analysis that takes weeks to produce.</p></li><li><p><strong>The Toolkit</strong> &#8212; calculators, templates, and checklists. Things you download and use, not just read.</p></li><li><p><strong>The Nuts and Bolts</strong> &#8212; operating manuals for business fundamentals. Accounting, SOPs, decision frameworks.</p></li><li><p><strong>The Reading Room</strong> &#8212; book syntheses that pull the core ideas from 400 pages into something you can act on.</p></li><li><p><strong>Operator Interviews</strong> &#8212; conversations with practitioners who&#8217;ve built things, survived downturns, and made decisions with real money on the line. <em>(Coming 2026)</em></p></li></ul><div><hr></div><h4>Who writes this</h4><p>I&#8217;m Karl. I co-run a construction company in the UK. Before that, I served in the Royal Marines.</p><p>The military taught me that plans are worthless the moment reality hits. What matters is how fast you adapt. Construction teaches me the same lesson every week &#8212; except now the consequences show up on a balance sheet.</p><p>I write The School of Knowledge because I need these frameworks as much as anyone. Everything published here started as something I built to solve my own problems. Skin in the game isn&#8217;t a tagline &#8212; it&#8217;s the standard.</p><div><hr></div><h4>Start here</h4><p>If you&#8217;re new, these are the best places to begin:</p><ul><li><p><a href="https://www.theschoolofknowledge.net/p/the-rumsfeld-matrix-explained">The Rumsfeld Matrix</a> &#8212; a simple, powerful tool for making decisions under uncertainty</p></li><li><p><a href="https://www.theschoolofknowledge.net/p/how-to-read-an-income-statement">How to Read an Income Statement</a> &#8212; the financial literacy every business owner needs</p></li><li><p><a href="https://www.theschoolofknowledge.net/p/capital-allocation-introduction">An Introduction to Capital Allocation</a> &#8212; why it&#8217;s the most important decision a business owner makes</p></li></ul><div><hr></div><h4>Go deeper</h4><p>Two years of material, organised by theme:</p><ul><li><p><a href="https://www.theschoolofknowledge.net/s/the-case-library">Capital allocation &amp; investing</a> &#8212; deep research on businesses, operators, and how the best allocators think</p></li><li><p><a href="https://www.theschoolofknowledge.net/s/the-nuts-and-bolts">Business fundamentals</a> &#8212; operating manuals for the unsexy stuff that keeps companies alive</p></li><li><p><a href="https://www.theschoolofknowledge.net/s/the-reading-room">Books &amp; research</a> &#8212; the core ideas from 400-page books, distilled into something you can act on</p></li><li><p><a href="https://www.theschoolofknowledge.net/p/toolkit">Tools &amp; templates</a> &#8212; calculators, checklists, and frameworks ready to use</p></li></ul><div><hr></div><h4>Want the implementation layer?</h4><p>Free subscribers get The Weekly every Sunday. Paid members get the deeper piece every Saturday &#8212; the case study, checklist, or operating manual that turns that week&#8217;s idea into something you can act on by Monday.</p><p>The same tools I use to allocate capital and stress-test decisions in my own business. Not theory. Not motivation dressed up as strategy. Just the tools, clearly explained, ready to use.</p><p>One good decision pays for a year&#8217;s membership many times over.</p><p><strong>&#163;15/month. Less than a single business book. Cancel any time.</strong></p><p style="text-align: center;"><a href="https://www.theschoolofknowledge.net/subscribe">Join The School of Knowledge+</a></p><p>Not sure yet? Start free, read a few issues, and decide when you&#8217;re ready.</p><p>See you inside.</p><p><strong>Karl</strong></p>]]></content:encoded></item><item><title><![CDATA[The 2,000-Year-Old Philosophy Hidden Inside Amazon's Leadership Principles]]></title><description><![CDATA[Amazon's Leadership Principles aren't just corporate culture&#8212;they're ancient Stoic philosophy. See how Bezos encoded Seneca into a $2.9 trillion company.]]></description><link>https://www.theschoolofknowledge.net/p/the-2000-year-old-philosophy-hidden-inside-amazons-leadership-principles</link><guid isPermaLink="false">https://www.theschoolofknowledge.net/p/the-2000-year-old-philosophy-hidden-inside-amazons-leadership-principles</guid><dc:creator><![CDATA[The School of Knowledge]]></dc:creator><pubDate>Thu, 12 Mar 2026 10:50:24 GMT</pubDate><enclosure url="https://images.unsplash.com/photo-1674824971547-8ca96286d3b7?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHw5M3x8b2xkJTIwY2xvY2t8ZW58MHx8fHwxNzczMzExOTk0fDA&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080" length="0" type="image/jpeg"/><content:encoded><![CDATA[<div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://images.unsplash.com/photo-1674824971547-8ca96286d3b7?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHw5M3x8b2xkJTIwY2xvY2t8ZW58MHx8fHwxNzczMzExOTk0fDA&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://images.unsplash.com/photo-1674824971547-8ca96286d3b7?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHw5M3x8b2xkJTIwY2xvY2t8ZW58MHx8fHwxNzczMzExOTk0fDA&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080 424w, https://images.unsplash.com/photo-1674824971547-8ca96286d3b7?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHw5M3x8b2xkJTIwY2xvY2t8ZW58MHx8fHwxNzczMzExOTk0fDA&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080 848w, https://images.unsplash.com/photo-1674824971547-8ca96286d3b7?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHw5M3x8b2xkJTIwY2xvY2t8ZW58MHx8fHwxNzczMzExOTk0fDA&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080 1272w, https://images.unsplash.com/photo-1674824971547-8ca96286d3b7?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHw5M3x8b2xkJTIwY2xvY2t8ZW58MHx8fHwxNzczMzExOTk0fDA&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080 1456w" sizes="100vw"><img src="https://images.unsplash.com/photo-1674824971547-8ca96286d3b7?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHw5M3x8b2xkJTIwY2xvY2t8ZW58MHx8fHwxNzczMzExOTk0fDA&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080" width="3761" height="3761" data-attrs="{&quot;src&quot;:&quot;https://images.unsplash.com/photo-1674824971547-8ca96286d3b7?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHw5M3x8b2xkJTIwY2xvY2t8ZW58MHx8fHwxNzczMzExOTk0fDA&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:3761,&quot;width&quot;:3761,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;a rusty clock with roman numerals on a concrete wall&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/jpg&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="a rusty clock with roman numerals on a concrete wall" title="a rusty clock with roman numerals on a concrete wall" srcset="https://images.unsplash.com/photo-1674824971547-8ca96286d3b7?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHw5M3x8b2xkJTIwY2xvY2t8ZW58MHx8fHwxNzczMzExOTk0fDA&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080 424w, https://images.unsplash.com/photo-1674824971547-8ca96286d3b7?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHw5M3x8b2xkJTIwY2xvY2t8ZW58MHx8fHwxNzczMzExOTk0fDA&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080 848w, https://images.unsplash.com/photo-1674824971547-8ca96286d3b7?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHw5M3x8b2xkJTIwY2xvY2t8ZW58MHx8fHwxNzczMzExOTk0fDA&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080 1272w, https://images.unsplash.com/photo-1674824971547-8ca96286d3b7?crop=entropy&amp;cs=tinysrgb&amp;fit=max&amp;fm=jpg&amp;ixid=M3wzMDAzMzh8MHwxfHNlYXJjaHw5M3x8b2xkJTIwY2xvY2t8ZW58MHx8fHwxNzczMzExOTk0fDA&amp;ixlib=rb-4.1.0&amp;q=80&amp;w=1080 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">Photo by <a href="https://unsplash.com/@colinwatts">Colin Watts</a> on <a href="https://unsplash.com">Unsplash</a></figcaption></figure></div><p>Jeff Bezos built a $2.9 trillion company on principles that are almost two thousand years old. He just didn&#8217;t explicitly say so. Nobody reads <strong>Amazon&#8217;s Leadership Principles</strong> and thinks: this is a philosophy of how to live. But they should.</p><p>Bezos built Amazon because he understood <strong>The Lindy Effect</strong>: if something has been around for 2,000 years, it&#8217;s likely to be around for another 2,000. Unlike Western nations, where state and religion are separate&#8212;Bezos didn&#8217;t believe in severance. He built into Amazon a culture where <em>business principles</em> and <em>personal principles</em> weren&#8217;t two different worlds, but one.</p><p><em>Have backbone; disagree and commit</em> is the courage to go against the grain. Before starting Amazon, Bezos had a well-paid job on Wall Street. When Bezos told his boss he was leaving, his boss gave him two weeks to think it over, but Bezos quit anyway. Deciding what to do in life&#8212;your purpose&#8212;is inherently hard, but perhaps Bezos listened to what Seneca had to say:</p><h3 style="text-align: center;"><em>&#8220;Each time you want to know what to pursue or what to avoid, look to your highest good, the aim of your life as a whole. Everything we do ought to be in accordance with that aim. Only one who has the entirety of his life in view is in a position to arrange life&#8217;s particulars. Even with paints all at the ready, no one can render a likeness until he has decided what he wants to paint. That&#8217;s our mistake: everyone deliberates over the parts of life; no one over life as a whole.&#8221;</em></h3><p>Bezos wasn&#8217;t looking at creating Amazon as a side project. He was looking to create his life&#8217;s work. If you align your work principles with your personal principles, you create consistency in everything you do.</p><p><strong>Frugality</strong> is another example of that consistency&#8212;and perhaps the most counterintuitive one.</p><p>In the early days at Amazon, Bezos had employees use old doors as desks rather than buy new furniture, and reportedly still gives out a &#8220;Door Desk Award&#8221; to employees who find innovative ways to save money. This wasn&#8217;t about being cheap for accountancy reasons: it was to breed a culture of frugality into Amazon. Constraint breeds resourcefulness and self-sufficiency, and leads to invention: overconsumption leads to softness, bloat, and excess, which corrupt judgement.</p><h3 style="text-align: center;"><em>&#8220;It is in times of security that the spirit should be preparing itself to deal with difficult times; while fortune is bestowing favours on it then is the time for it to be strengthened against her rebuffs.&#8221;</em></h3><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.theschoolofknowledge.net/p/the-2000-year-old-philosophy-hidden-inside-amazons-leadership-principles?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.theschoolofknowledge.net/p/the-2000-year-old-philosophy-hidden-inside-amazons-leadership-principles?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p><p>That&#8217;s the Stoic parallel.</p><p>It&#8217;s easy for companies to get fat when food is aplenty, but Bezos was distilling in the Amazon culture what Seneca prescribed in the individual: use the good times to prepare for the hard ones.</p><p>The same logic runs through Amazon&#8217;s approach to <strong>trust</strong> (justice).</p><p>Bezos was famously willing to forgo profits for years to earn customer trust at scale because he valued their loyalty more than his bottom line. By obsessively focusing on customers in the form of low prices and maximum choice, he earned their trust. This discharging your duty to others, even when it&#8217;s costly to you in the short term, reminds me of what Seneca said:</p><h3 style="text-align: center;"><em>&#8220;All his thoughts should be as distant as possible from personal advantages.&#8221;</em></h3><p>It&#8217;s easy to scowl now (with the benefit of hindsight) that Bezos is a billionaire, but he wasn&#8217;t when he wrote these principles. What Bezos had to do, to instil in the Amazon culture, was to be right&#8212;and be right a lot.</p><p>At first this leadership principle looks a bit self-promotional, but to have any chance at doing anything well in life you have to be more right than wrong. It sounds overly simplistic, but aside from helping one&#8217;s ego, being right also builds something else&#8212;<strong>judgement</strong>. Or as Seneca would say: <em>wisdom</em>.</p><p><strong>Judgement</strong> isn&#8217;t something you can read your way to. It&#8217;s built through decisions made, mistakes owned, and patterns recognised over time. That&#8217;s what Bezos was encoding&#8212;not a principle about being clever, but about developing the kind of wisdom that only comes from being in the arena.</p><h3 style="text-align: center;"><em>&#8220;Besides, what grounds could I possibly have for supposing that a person who has no acquaintance with books will never be a wise man? For wisdom does not lie in books. Wisdom publishes not words but truths&#8212;and I&#8217;m not sure that the memory isn&#8217;t more reliable when it has no external aids to fall back on.&#8221;</em></h3><p>Amazon&#8217;s 14 leadership principles are corporate speak, but I knew there was more to it than that. They were <em>a philosophy</em>: a set of beliefs and guiding principles that worked just as well professionally as they did personally.</p><p>The reason Bezos, or anyone interested in building something lasting, reaches for 2,000-year-old principles is because time distinguishes principles that work&#8212;from those that don&#8217;t.</p><p>Are your professional principles different from your personal principles? If yes, asking yourself <em>why</em> might just be the best decision you&#8217;ll ever make.</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.theschoolofknowledge.net/p/the-2000-year-old-philosophy-hidden-inside-amazons-leadership-principles/comments&quot;,&quot;text&quot;:&quot;Leave a comment&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.theschoolofknowledge.net/p/the-2000-year-old-philosophy-hidden-inside-amazons-leadership-principles/comments"><span>Leave a comment</span></a></p><p>If these are the kinds of questions you find yourself returning to&#8212;how the best builders think, what philosophy looks like applied to business&#8212;that&#8217;s what The School of Knowledge is for. You can find out more by clicking below:</p><p style="text-align: center;"><a href="https://www.theschoolofknowledge.net/about">Here</a></p><p>Until next time, Karl (The School of Knowledge). </p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.theschoolofknowledge.net/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe now&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.theschoolofknowledge.net/subscribe?"><span>Subscribe now</span></a></p><p></p>]]></content:encoded></item><item><title><![CDATA[The 7 Types of Business Power: Network Economies]]></title><description><![CDATA[Why Meta's 3.5 billion users make It almost impossible to compete with]]></description><link>https://www.theschoolofknowledge.net/p/the-7-types-of-business-power-network-economies</link><guid isPermaLink="false">https://www.theschoolofknowledge.net/p/the-7-types-of-business-power-network-economies</guid><dc:creator><![CDATA[The School of Knowledge]]></dc:creator><pubDate>Wed, 04 Mar 2026 18:35:25 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!qLGm!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3c2cfdbc-eee7-4cb5-8273-957172e9d149_1432x1316.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!qLGm!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3c2cfdbc-eee7-4cb5-8273-957172e9d149_1432x1316.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!qLGm!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3c2cfdbc-eee7-4cb5-8273-957172e9d149_1432x1316.png 424w, https://substackcdn.com/image/fetch/$s_!qLGm!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3c2cfdbc-eee7-4cb5-8273-957172e9d149_1432x1316.png 848w, https://substackcdn.com/image/fetch/$s_!qLGm!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3c2cfdbc-eee7-4cb5-8273-957172e9d149_1432x1316.png 1272w, https://substackcdn.com/image/fetch/$s_!qLGm!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3c2cfdbc-eee7-4cb5-8273-957172e9d149_1432x1316.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!qLGm!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3c2cfdbc-eee7-4cb5-8273-957172e9d149_1432x1316.png" width="1432" height="1316" 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srcset="https://substackcdn.com/image/fetch/$s_!qLGm!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3c2cfdbc-eee7-4cb5-8273-957172e9d149_1432x1316.png 424w, https://substackcdn.com/image/fetch/$s_!qLGm!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3c2cfdbc-eee7-4cb5-8273-957172e9d149_1432x1316.png 848w, https://substackcdn.com/image/fetch/$s_!qLGm!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3c2cfdbc-eee7-4cb5-8273-957172e9d149_1432x1316.png 1272w, https://substackcdn.com/image/fetch/$s_!qLGm!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3c2cfdbc-eee7-4cb5-8273-957172e9d149_1432x1316.png 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>When a product launches it attracts initial users. If the product is popular, more people flood to use it, making it even more popular. As it grows in popularity and user numbers, more people begin to use the product until it reaches a tipping point of no return. <strong>This self-reinforcing feedback loop is the power of Network Economies.</strong></p><p>This phenomenon is behind the explosion of companies like Meta (Facebook), Uber, LinkedIn and TikTok. Meta and TikTok become more valuable as people use the apps to communicate and share their lives with friends and family. LinkedIn becomes more valuable as more professionals join the network, meaning you no longer have to physically go out to network. As more people use Uber, more drivers join, and the days of queuing up in the rain at a taxi rank are over.</p><p>Not only do they create more value as they become ever more popular, but they also become increasingly difficult to move away from as user count increases.</p><p><strong>If Scale Economies is math: Network Economies is psychology.</strong></p><p>This is the third piece in the <strong>7 Powers</strong> series &#8212; a deep-dive into Hamilton Helmer's framework for understanding how businesses build durable competitive advantage. If you're new to the series, the <a href="https://www.theschoolofknowledge.net/p/why-value-creation-alone-isnt-a-moat-yet">introductory piece</a> explains why value creation alone isn't a moat, and the <a href="https://www.theschoolofknowledge.net/p/the-7-types-of-business-power-scale-economies">second piece on Scale Economies</a> uses TSMC and Intel to show how cost structures become competitive weapons. This piece covers the second Power: Network Economies.</p><div><hr></div><h3>What Are Network Economies?</h3><p>Let&#8217;s first define what Network Economies are:</p><blockquote><p>A business in which the value realised by a customer increases as the installed base increases. &#8212; Hamilton Helmer</p></blockquote><p>I was listening to an Acquired<a class="footnote-anchor" data-component-name="FootnoteAnchorToDOM" id="footnote-anchor-1" href="#footnote-1" target="_self">1</a> episode on Meta this week in preparation for this article and was blown away by a fact. Meta has 4 billion users (of which 3.5 billion are active daily users) across Facebook, Instagram, Messenger and WhatsApp. <em>That&#8217;s nearly half of the world&#8217;s population.</em> TikTok has an estimated 1.5&#8211;2 billion active daily users and LinkedIn roughly 1 billion. These apps have become part of people&#8217;s routines, and to a certain extent&#8212;their lives.</p><p>I remember when WhatsApp first came out. I had some friends who used iMessage to communicate and others through BlackBerry. WhatsApp came along and created an ecosystem where it didn&#8217;t matter what type of phone you had, because you all used the same messaging platform. It became very sticky. And that was the point. WhatsApp with <em>some</em> friends using it was <em>mehh</em>, but WhatsApp with <em>all</em> of your friends was <em>everything</em>. Especially as a teen.</p><p>Now think about professional networking. There&#8217;s nothing wrong with meeting up for a coffee, or going for a few social drinks (i&#8217;m quite partial myself), but professionals are busy people. LinkedIn looked to solve the problem of people wanting to network more, but struggling to balance their professional and personal lives, by creating a professional networking platform available 24 hours a day, 365 days of the year. Of course, there&#8217;s nothing they can do about some of the utter cringe people put on there. Perhaps it adds to its appeal.</p><p>The key difference between Network Economies and Scale Economies is this: unlike Scale Economies, where your costs come down from having volume&#8212;<strong>in Network Economies the value of your product increases from having volume.</strong> By volume I don&#8217;t just mean having lots of customers&#8212;that&#8217;s market share. The volume of people using a product must <em>materially increase its perceived value</em> to existing users.</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.theschoolofknowledge.net/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe now&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.theschoolofknowledge.net/subscribe?"><span>Subscribe now</span></a></p><div><hr></div><h3>Types of Network Effects</h3><p><strong>Direct Network Effects</strong></p><p>Social media has direct Network Effects: more users = increased value for existing users. Skype had this too. Just like WhatsApp, it was useless unless the person you wanted to reach had it. Going analogue, when Alexander Bell&#8217;s telephone patent expired in 1894, hundreds of independent companies launched as the craze for telephones was booming. AT&amp;T&#8217;s response was to refuse the independent companies interconnection&#8212;if you weren&#8217;t on their network, you couldn&#8217;t call their customers. <em>Their network was more valuable because they could reach more customers.</em></p><p>Currency and language are two of the oldest Network Effects you can think of. The dollar (or Bitcoin) has zero utility as a standalone item unless people adopt it and actively trade with it. Remember&#8212;before currency, people traded silver, gold, bread, camels and daughters! Much to my dismay (as i&#8217;d love to learn a new language), the world has adopted the English language as its preferred second language. The more people speak English, the more people from non-English speaking countries want to learn it. It doesn&#8217;t matter that there are more Indian and Chinese speakers than there are English.</p><p><strong>Indirect Network Effects</strong></p><p>Black cabs used to rule the roost in the UK. If you wanted a taxi in central Manchester or London, you&#8217;d do well to find a cab that wasn&#8217;t a black cab. Enter Uber. The more drivers Uber put on the road, the more people used their app. The more people used their app, the more drivers signed up to taxi for Uber. This is indirect Network Effects, or <strong>two-sided platforms</strong>. It works the same way with eBay. eBay on its own wouldn&#8217;t be much use to anyone, but the more people that list stuff on eBay, the more people buy. Once eBay becomes more popular, even more people want to sell stuff on eBay, encouraging even more people to buy.</p><p>Amazon created this feedback loop through FBA (Fulfilled by Amazon), except it has a triple benefit: the seller, the buyer and Amazon. Win-win-win.</p><p><em>Value comes from at least two different groups benefitting each other.</em></p><p><strong>Data Network Effects</strong></p><p>Tesla states on their website that their Full Self-Driving<a class="footnote-anchor" data-component-name="FootnoteAnchorToDOM" id="footnote-anchor-2" href="#footnote-2" target="_self">2</a> cars have been trained on <em>&#8220;over 100 years of anonymous real-world driving scenarios&#8221;</em> from a fleet of over six million vehicles, and that the fleet <em>&#8220;collectively experiences a lifetime of driving scenarios in 10 minutes.&#8221;</em>. By mid-2025, Tesla&#8217;s fleet was reportedly adding around 15 million miles a day. Although Google is currently leading the way on fully autonomous cars, this amount of data collection from Tesla is staggering. Musk said himself that this data had increased AI training compute by 400% in 2024 alone. This data is used to produce better products for Tesla and train their AI.</p><p><strong>Platform Network Effects</strong></p><p>Through the iPhone, Apple created one of the best examples of Platform Network Effects: iOS. Apple&#8217;s apps alone are powerful&#8212;having an iPhone is like having a little computer that fits in your pocket&#8212;but throw in Apple&#8217;s App Store, which opens it up to third-party developers, and you have the world at your fingertips. The value isn&#8217;t created from individually having an iPhone, but from third-party developers offering the user roughly 2 million apps.</p><p>Other examples include: Obsidian allowing third-party developers to create community plug-ins, Shopify&#8217;s app store, Amazon AWS, and Visa by connecting cardholders with merchants.</p><p><strong>Hybrid</strong></p><p>The truth is many companies have multiple types of Network Effects: Apple, Amazon, Uber. The apps or products they create serve more than one person or group, their perceived value increases as more people use them, and they all collect swathes of data that they use to create even better products.</p><div><hr></div><h3>Benefits &amp; Barriers</h3><p><strong>The Benefit</strong></p><p>The benefit of Network Effects is clear: <em>the value of a product increases as more people adopt it.</em> The sheer scale of audience capture can lead to rapid growth, increased popularity (further increasing audience), and outside investment. Companies that are in a leadership position with Network Economies can charge higher prices than those whose products are perceived to offer less value, because audience volume is substantially less.</p><p><strong>The Barrier</strong></p><p>Competing with a company that has genuine Network Effects can be costly. The cost of gaining market share (customers) can have a substantial negative impact on the opponent&#8217;s P&amp;L as they battle to incentivise people to defect to their product. <em>But nobody likes to arrive at an empty party.</em> For developers, this means they need to create a space that will attract the most people in the quickest amount of time&#8212;but reputable socialites always arrive late, when the house is full. The platform you&#8217;re reading this on has done a pretty good job at convincing big household names to move onto the platform in the last 12 months. This makes Substack even more appealing, which in turn will bring in even more household names. <strong>Most companies create benefits&#8212;but barriers are what create long-term differential returns.</strong></p><p>Companies that have true Network Effects often exhibit <em>winner-take-all</em> scenarios, and competition has two options: 1) fight (and probably lose), or 2) create something novel.</p><p>Some barriers may look like genuine Network Effects, but <em>features aren&#8217;t a barrier.</em> At least not a durable one. When Snapchat came along with their novel feature &#8220;stories&#8221;, people loved it. Who&#8217;d have thought it, aye. But creating timed disposable videos isn&#8217;t a sustainable moat, and for Snapchat the water dried out&#8212;when Facebook had enough data to validate the idea, they copied them. So did Instagram (owned by Meta). People still use Snapchat (just Snap now), but their novel idea wasn&#8217;t structural&#8212;it was too easy for a competitor to rob <em>their</em> idea for <em>their</em> superior network to benefit from. Companies can also match your pricing, but if they don&#8217;t have the volume those profits will take a battering unless they have a substantial cost-saving benefit&#8212;or scale advantage.</p><blockquote><p><em>The astute business strategist knows to look for the barrier conditions first&#8212;why <strong>can&#8217;t</strong> customers leave this network, not why did they join in the first place.</em></p></blockquote><div><hr></div><h3>Case Study: Meta&#8217;s Dominance</h3><p>Network Effects are perhaps the most potent of Helmer&#8217;s 7 Powers, but many strategists miss one critical distinction: <strong>Network Effects do not automatically constitute Power.</strong> For there to be genuine Power there must be durable differential returns <em>and</em> immunity from competitive onslaught. Meta Platforms unconditionally demonstrates Helmer&#8217;s conditions for Power.</p><p>Mark Zuckerberg launched &#8220;TheFacebook&#8221; from a Harvard dorm room on 4th February 2004, and within 24 hours, 1,200 people had joined. Initially limited to .edu emails, Zuckerberg paired exclusivity with intoxicating FOMO effects, and within a month over half of Harvard&#8217;s undergrads were on the platform. Facebook reached 1 million users by the end of 2004, 100 million by 2008, and crossed 1 billion monthly active users in October 2012&#8212;making it the first social media platform to do so. Meta&#8217;s sheer reach defies comprehension: 43% of the world&#8217;s population use Facebook, Instagram, WhatsApp, Messenger or Threads <em>daily</em>, and 48% <em>monthly</em>. Facebook alone has 2.1 billion active daily users, with a 60% daily retention rate. These numbers mean that nearly every other human being you see on Earth uses one of their products each month.</p><p>The company&#8217;s market cap has grown from $81.7 billion at its 2012 IPO to $1.66 trillion as of writing, representing a compound annual growth rate of roughly 24%. This includes a 76% peak-to-trough decline in 2021&#8211;2022, driven by metaverse spending concerns, Apple&#8217;s App Tracking Transparency hit, and TikTok competition. Let&#8217;s not forget the Cambridge Analytica scandal in 2019 either. Zuckerberg trimmed the company by cutting 21,000 jobs to refocus on AI, and from the trough in October 2022 the stock would rebound over 500% (it would later come down again due to capital expenditure fears).</p><p><em>A &#163;10,000 investment in Facebook on the day of its IPO would be worth roughly &#163;170,000 today.</em></p><p><strong>The Failed Challengers</strong></p><p>Facebook has boxed many a round with challengers including: Google+, Snapchat, MySpace, Ello, Peach, Vero, Diaspora, Path and Friendster. How was Facebook able to fight off these companies&#8212;especially Google, with its billions of capital and users already integrated into its ecosystem? <strong>Because Facebook had genuine Network Effects.</strong> These companies may have had a product that users would benefit from if they switched&#8212;but they never figured out <em>why</em> users would want to leave: the barrier.</p><p>TikTok represents the most sincere competitive threat to Facebook, as they pivoted to a different network: <em>teenagers</em>&#8212;who weren&#8217;t yet embedded in Facebook.</p><p>People regularly complain about the Meta ecosystem saying they want to leave, but the numbers don&#8217;t show that. User numbers are increasing year on year. Facebook has had numerous scandals: Cambridge Analytica, data breaches, privacy violations, content moderation failures, mental health concerns, antitrust investigations. Any one of these would sink most companies. Yet last year advertising revenue increased 22.1% to $196.2 billion, accounting for nearly 98% of total revenue.</p><p>Saying you want to leave is one thing, but not being able to <em>because you&#8217;ll lose access to your network</em> is textbook Network Economies.</p><p>Meta has compounded its revenue at 27% a year for the last 10 years. They consistently carry gross margins of 80%+ and have left a graveyard of competitors in their wake. You&#8217;ve seen how Facebook built the world&#8217;s largest social network. But here&#8217;s what separates Network Economies from every other Power: <strong>your customers become each other&#8217;s switching costs.</strong></p><div><hr></div><p><em>In the complete essay, you&#8217;ll discover:</em></p><ul><li><p><strong>Why Google couldn&#8217;t beat Facebook:</strong> Despite superior technology, unlimited capital, and Google&#8217;s distribution power, Google+ failed catastrophically. The barrier wasn&#8217;t technical&#8212;it was structural. </p></li><li><p><strong>The Three-Question Diagnostic:</strong> Determine if network effects are strengthening or weakening&#8212;critical for investment analysis</p></li><li><p><strong>When networks collapse:</strong> The specific conditions under which network effects reverse and platforms die (MySpace, and what nearly killed Facebook)</p></li><li><p><strong>Five Red Flags:</strong> Red flags to watch out for when analysing companies that might show structurally weak Network Effects</p></li></ul><p><em>Subscribe to The School of Knowledge+ to get the complete framework for identifying and analysing Network Economies&#8212;the Power where growth itself becomes the barrier. For this series I am offering a lifetime 20% discount for those who join: </em></p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.theschoolofknowledge.net/subscribe?coupon=d09a2077&amp;utm_content=189660857&quot;,&quot;text&quot;:&quot;Get 20% off forever&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.theschoolofknowledge.net/subscribe?coupon=d09a2077&amp;utm_content=189660857"><span>Get 20% off forever</span></a></p>
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   ]]></content:encoded></item><item><title><![CDATA[The 7 Types of Business Power: Scale Economies]]></title><description><![CDATA[Hamilton Helmer's Scale Economies unpacked with TSMC case study, Surplus Leader Margin formula, and a 3-question diagnostic to identify real competitive moats.]]></description><link>https://www.theschoolofknowledge.net/p/the-7-types-of-business-power-scale-economies</link><guid isPermaLink="false">https://www.theschoolofknowledge.net/p/the-7-types-of-business-power-scale-economies</guid><dc:creator><![CDATA[The School of Knowledge]]></dc:creator><pubDate>Wed, 25 Feb 2026 14:53:39 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/47b11709-30a6-43b4-96f3-e26e3cdd2404_1314x1338.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!MoDW!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4aaef814-7603-4b5e-aa1a-6320a5107fc5_1032x1058.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!MoDW!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4aaef814-7603-4b5e-aa1a-6320a5107fc5_1032x1058.png 424w, https://substackcdn.com/image/fetch/$s_!MoDW!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4aaef814-7603-4b5e-aa1a-6320a5107fc5_1032x1058.png 848w, https://substackcdn.com/image/fetch/$s_!MoDW!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4aaef814-7603-4b5e-aa1a-6320a5107fc5_1032x1058.png 1272w, https://substackcdn.com/image/fetch/$s_!MoDW!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4aaef814-7603-4b5e-aa1a-6320a5107fc5_1032x1058.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!MoDW!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4aaef814-7603-4b5e-aa1a-6320a5107fc5_1032x1058.png" width="1032" height="1058" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/4aaef814-7603-4b5e-aa1a-6320a5107fc5_1032x1058.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1058,&quot;width&quot;:1032,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:1698636,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://www.theschoolofknowledge.net/i/188906740?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4aaef814-7603-4b5e-aa1a-6320a5107fc5_1032x1058.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!MoDW!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4aaef814-7603-4b5e-aa1a-6320a5107fc5_1032x1058.png 424w, https://substackcdn.com/image/fetch/$s_!MoDW!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4aaef814-7603-4b5e-aa1a-6320a5107fc5_1032x1058.png 848w, https://substackcdn.com/image/fetch/$s_!MoDW!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4aaef814-7603-4b5e-aa1a-6320a5107fc5_1032x1058.png 1272w, https://substackcdn.com/image/fetch/$s_!MoDW!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4aaef814-7603-4b5e-aa1a-6320a5107fc5_1032x1058.png 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><div class="pullquote"><p><em>&#8220;A monopoly business gets stronger as it gets bigger: the fixed costs of creating a product (engineering, management, office space) can be spread out over ever greater quantities of sales.&#8221; &#8212; Peter Thiel</em></p></div><p>Two companies go head-to-head competing for market share in the digital streaming industry. Each has excellent management, brilliant content, and state-of-the-art facilities, but one company has something the other doesn&#8217;t&#8212;numbers.</p><p>Company A has 20 million subscribers and Company B has 100 million. If both companies spend $100 million on creating original content, it&#8217;ll cost Company A $5 per subscriber, but Company B only $1. Basic maths states Company A is going to have a hard time competing against Company B because it costs them five times more to make the same product. What&#8217;s Company A to do?</p><p>The obvious solution would be to cut the price of their subscription fee, ensuring it&#8217;s materially lower than Company B&#8217;s. However, Company B, being the astute strategists they are, know this play and drop their prices to match. This folly favours Company B &#8212; with lower fixed costs and higher margins protecting them from competitive onslaught. Company A, with higher fixed costs and lower margins, feels the squeeze and retreats gratefully back to the trench it came from.</p><p>This is Scale Economies at work.</p><p><em>Scale Economies create a moat not just through size, but through the prohibitive costs a challenger must pay to reach the incumbent&#8217;s efficiency.</em></p><p>This is the first deep-dive in the <strong>7 Powers</strong> series. Hamilton Helmer&#8217;s landmark book on how businesses use strategy and value creation to create consistent differential returns &#8212; something he calls <strong>Power</strong>. In the introductory essay, I explained why value creation alone isn&#8217;t a moat. Now let&#8217;s examine the first Power that separates good businesses from great ones.</p><div><hr></div><h3>What Are Scale Economies?</h3><blockquote><p><em>&#8220;A business in which the per-unit cost declines as production volume increases.&#8221;</em> &#8212; Hamilton Helmer</p></blockquote><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.theschoolofknowledge.net/p/the-7-types-of-business-power-scale-economies?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.theschoolofknowledge.net/p/the-7-types-of-business-power-scale-economies?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p><p>Scale Economies is fundamentally about <strong>structure</strong> &#8212; not operational efficiency. When Netflix decided to move away from leasing film studio properties to creating originals, they solidified an element of their business model that had long had variable costs attached to it. If the film studios set a price for a property lease, there wasn&#8217;t a lot Netflix could do &#8212; but by creating originals, they now set the budget. If they wanted to spend $100 million on an original, that&#8217;s what they&#8217;d spend, and the more their subscriber base grew, the lower their costs were per original.</p><p>This is what Helmer means by <em>&#8220;per-unit cost declines as production volume increases.&#8221;</em></p><div><hr></div><h3>The Different Types</h3><p>Scale Economies can emerge through multiple mechanisms:</p><p><strong>Fixed costs:</strong> High upfront capital expenditure (factories, equipment, R&amp;D) spread over increasing volume. Netflix originals, semiconductor fabs, software platforms.</p><p><strong>Volume/area relationships:</strong> Utilising production area to increase volume results in lower per-volume costs. Refineries and warehouses.</p><p><strong>Distribution network density:</strong> As distribution networks grow denser with more customers per area, delivery costs decrease through more economical routes. Amazon Prime delivery.</p><p><strong>Purchasing power:</strong> Large-scale buyers negotiate better pricing than smaller companies. Walmart, Costco, supermarkets.</p><p><strong>Learning economies:</strong> Knowledge that reduces costs or improves quality, tied to production levels. Experience compounds over volume.</p><div><hr></div><h3>Benefits and Barriers</h3><p>Benefits are more common in business: pricing power, cost reduction, lower operating costs. But barriers &#8212; those that prevent competitors from engaging in tit-for-tat tactics &#8212; are less so.</p><p><strong>Benefit:</strong> The conditions that created the Power must materially grow cash flow through increased prices, reduced costs, or lower capital expenditure.</p><p><strong>Barrier:</strong> As well as persistently increasing cash flow, there must be a barrier that prevents competitors from engaging in value-destroying arbitrage.</p><p><em>Barrier conditions deserve your utmost attention.</em> Scale Economies can only exist when the cost advantage is material enough to change competitive behaviour &#8212; when competitors purposefully decide not to engage because it&#8217;s economically inefficient to do so.</p><div><hr></div><h3>Case Study: Taiwan Semiconductor Manufacturing Company (TSMC)</h3><p>TSMC produces approximately 60% of the world&#8217;s semiconductor chips and over 90% of the most advanced chips. Their semiconductors can be found in modern cars, industrial sensors, and power management chips. Advanced chips &#8212; requiring more processing power &#8212; are found in iPhones, MacBooks, and AI processors.</p><p>TSMC isn&#8217;t a chip designer: Apple, Nvidia, AMD, et al. design their own chips, and depending on the complexity of manufacturing, that chip will almost certainly go to TSMC, where they&#8217;ve built an insurmountable moat. This is called a <strong>&#8220;foundry&#8221;</strong> business &#8212; they&#8217;re a fabrication plant for hire.</p><p>Their operating margins are consistently 40&#8211;45%, while their nearest competitor Samsung&#8217;s foundry business margins sit at 10&#8211;15%. Intel, who entered this market in 2021, has negative margins. Over two decades, these margins haven&#8217;t compressed. They haven&#8217;t been eaten away. TSMC is able to consistently create that determining factor of genuine Power: <strong>persistent differential returns</strong>.</p><p><strong>The fixed cost base</strong></p><p>TSMC&#8217;s fabrication plants cost between $20&#8211;30 billion to build. They&#8217;re filled with dozens of ultraviolet lithography machines costing in excess of $150 million each, run by thousands of people with PhDs, spending $3&#8211;4 billion annually on R&amp;D developing the next generation of manufacturing processes.</p><p>That&#8217;s an eye-watering amount of capital expenditure. They have 12&#8211;13 operating fabs across Taiwan and Japan, with each fab having multiple phases, meaning the total number of operating fab phases is closer to 50.</p><p>And there&#8217;s more to come. TSMC is currently expanding to Arizona, where they plan to build 3&#8211;6 new fabs, two advanced packaging facilities, and an R&amp;D centre totalling an estimated $165 billion. There are plans for 2&#8211;3 more in Japan, one in Germany, and one more back home.</p><p><em>Imagine trying to compete with that.</em></p><p><strong>The volume advantage</strong></p><p>TSMC can invest that kind of capital because they have the volume. TSMC produces 13x more wafers than Intel and 50x more than Samsung&#8217;s advanced foundry nodes. Intel and Samsung simply don&#8217;t have the volume that would enable them to invest in the kind of infrastructure and research needed to close the gap on TSMC.</p><div><hr></div><p><strong>What creates a barrier your competitors can&#8217;t cross?</strong></p><p>You&#8217;ve seen how TSMC built their fortress. But here&#8217;s what separates genuine Power from temporary advantage: the barrier must be insurmountable. In the full essay, you&#8217;ll get:</p><ul><li><p><strong>The complete TSMC breakdown:</strong> Why Intel can&#8217;t catch up despite 60 years of experience and unlimited capital</p></li><li><p><strong>Surplus Leader Margin explained:</strong> The simple calculation that reveals whether any business has genuine Power</p></li><li><p><strong>The diagnostic framework:</strong> Three questions to determine if a company has Scale Economies or just operational leverage</p></li><li><p><strong>When Scale is a trap:</strong> The red flags showing when chasing growth destroys value</p></li><li><p><strong>What separates TSMC from everyone else:</strong> Why most industries will never achieve this Power</p></li></ul><p>This is the foundation for the entire 7 Powers series. Subscribe to get access to this essay plus the full breakdown of each Power, complete with frameworks for analysing any business.</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.theschoolofknowledge.net/subscribe?coupon=d09a2077&amp;utm_content=188906740&quot;,&quot;text&quot;:&quot;Get 20% off forever&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.theschoolofknowledge.net/subscribe?coupon=d09a2077&amp;utm_content=188906740"><span>Get 20% off forever</span></a></p><div><hr></div><p><strong>The barrier: Why Intel can&#8217;t catch up</strong></p>
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   ]]></content:encoded></item><item><title><![CDATA[Why Value Creation Alone Isn't a MOAT (yet)]]></title><description><![CDATA[An introduction to the 7 Powers]]></description><link>https://www.theschoolofknowledge.net/p/why-value-creation-alone-isnt-a-moat-yet</link><guid isPermaLink="false">https://www.theschoolofknowledge.net/p/why-value-creation-alone-isnt-a-moat-yet</guid><dc:creator><![CDATA[The School of Knowledge]]></dc:creator><pubDate>Tue, 17 Feb 2026 18:53:10 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!4Hit!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F74d46f73-4b92-49e4-8348-ed04be5ff1ed_1024x608.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!4Hit!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F74d46f73-4b92-49e4-8348-ed04be5ff1ed_1024x608.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!4Hit!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F74d46f73-4b92-49e4-8348-ed04be5ff1ed_1024x608.png 424w, https://substackcdn.com/image/fetch/$s_!4Hit!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F74d46f73-4b92-49e4-8348-ed04be5ff1ed_1024x608.png 848w, https://substackcdn.com/image/fetch/$s_!4Hit!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F74d46f73-4b92-49e4-8348-ed04be5ff1ed_1024x608.png 1272w, https://substackcdn.com/image/fetch/$s_!4Hit!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F74d46f73-4b92-49e4-8348-ed04be5ff1ed_1024x608.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!4Hit!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F74d46f73-4b92-49e4-8348-ed04be5ff1ed_1024x608.png" width="1024" height="608" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/74d46f73-4b92-49e4-8348-ed04be5ff1ed_1024x608.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:&quot;normal&quot;,&quot;height&quot;:608,&quot;width&quot;:1024,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!4Hit!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F74d46f73-4b92-49e4-8348-ed04be5ff1ed_1024x608.png 424w, https://substackcdn.com/image/fetch/$s_!4Hit!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F74d46f73-4b92-49e4-8348-ed04be5ff1ed_1024x608.png 848w, https://substackcdn.com/image/fetch/$s_!4Hit!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F74d46f73-4b92-49e4-8348-ed04be5ff1ed_1024x608.png 1272w, https://substackcdn.com/image/fetch/$s_!4Hit!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F74d46f73-4b92-49e4-8348-ed04be5ff1ed_1024x608.png 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption"></figcaption></figure></div><div class="pullquote"><p><em>"If you want to be successful in business (in life, actually), you have to create more than you consume. Your goal should be to create value for everyone you interact with. Any business that doesn't create value for those it touches, even if it appears successful on the surface, isn't long for this world. It's on the way out." </em></p><p><em>- Jeff Bezos</em></p></div><p>The quote comes from Amazon&#8217;s 2017 shareholder letter <em>&#8220;Building a Culture of High Standards&#8221;</em>, and demonstrates <a href="https://www.theschoolofknowledge.net/p/how-jeff-bezos-built-a-1-8-trillion-dollar-company?r=11mpij">Bezos and Amazon&#8217;s perpetual drive in creating customer value.</a> They obsessively sought to create value through a lens that put the customer front and centre of every decision they made. The company&#8217;s worst drawdown occurred from the dot-com bubble and saw them lose 94% of their stock value, but they continued steadfast in their mission. They would continue to provide customers of Amazon with as much value as possible through product differentiation and cheaper prices, weathering the storm through an unwavering commitment to customer experience over short-term profitability.</p><p>Every business provides some form of value in the products or services they sell, but value-creation alone isn&#8217;t a sufficient strategy in shielding a company from competitive onslaught. Every company needs a strategy for not only creating value&#8212;but creating structural barriers to shut their competition out. Something that places the company on a perch.</p><p>Amazon&#8217;s was optionality, cost and speed. Something <a href="https://open.substack.com/pub/karlbutler/p/3-must-know-competitive-advantages-in-investing-and-life?utm_campaign=post-expanded-share&amp;utm_medium=web">Nick Sleep from Nomad Investments</a> termed shared economies. Many companies don&#8217;t know their true value, others refuse to seek better value through fear of the <a href="https://www.theschoolofknowledge.net/p/how-to-avoid-the-trappings-of-the-sunk-cost-fallacy?r=11mpij">sunk cost fallacy</a>, and many don&#8217;t have any at all.</p><p>Let&#8217;s look at the story of two companies: an entertainment household name&#8212;infamous amongst boomers and millennials, and the other; a disrupter who looked at the same business model through a completely different lens.</p><div><hr></div><p>People of a certain age will remember Blockbuster. The place you&#8217;d go to rent videos for the family to sit around and watch on a Saturday night when we didn&#8217;t have the world at our fingertips. It had a robust business model built around families, couples, friends or movie lovers sitting down and watching their favourite movies together for a reasonable price. The cinemas must have hated them.</p><p>But then came DVDs. A direct threat to VHS, and to Blockbuster themselves.</p><p>Blockbuster initially snubbed the new technology, and in 1997 even rejected a deal with Warner Bros to rent new releases before they went on sale to the public because they were asking for 40% of rental revenue in return. But in September 2001, Blockbuster finally made their move into DVDs, and announced a reduction of 25% of their VHS inventory to make way for them.</p><p>Too little, too late.</p><p>The entertainment household name adapted when they had a change of heart towards DVDs, but fatally, they continued with their brick-and-mortar business model. The disrupter&#8212;Netflix&#8212;saw it differently.</p><p>Netflix has long been championed for seeing in DVDs what Blockbuster didn&#8217;t&#8212;the future. Their DVD-by-mail business was akin to what Jeff Bezos did to retail book stores when he created Amazon. Bezos transformed a capital-intense business model&#8212;one requiring high and growing capital expenditures, with physical stores capable of offering only a few thousand books, into a distribution network capable of delivering nigh on every book ever published.</p><p>But crucially, Netflix saw past their own nose towards the horizon&#8212;digital streaming.</p><p>DVD-by-mail and digital streaming are two separate industries, with their own economics, and the prospects of entering the digital streaming industry didn&#8217;t look all that appealing. IT costs were getting cheaper by the year; cloud storage was expanding, and with it costs plummeting. The barrier for entry seemed to be getting lower&#8212;not higher, and so too was the prospect of making it a viable business model. But Reed Hastings and his team at Netflix were strategists. They knew it was only a matter of time that digital streaming would do to them what they did to Blockbuster. They decided that if they were going to be killed anyway&#8212;they&#8217;d do it on their terms.</p><p>In 2007 Netflix tentatively entered the digital streaming industry by partnering with electronic hardware specialists. They didn&#8217;t bet the house and go all-in. They did the leg-work, allowed themselves exposure to this emerging market, and gained the much needed experience before making any big moves. While smart, these tactics aren&#8217;t a strategy, and any potential for Netflix to gain a clear competitive advantage in this industry was at the very best muddy.</p><p>The way streaming businesses worked back then was like this: streaming platforms like Netflix negotiated for streaming rights with film studios. But the film studios were astute and strategic custodians of their properties, and it was them that held power over the new kids on the block. They split their properties up by geography, region, release dates, contract length, and so on. It&#8217;s the equivalent of wanting to get a new iPhone where the contract provider determines the amount of minutes, text and data you get, as well as the price and duration of the contract.</p><p>Netflix fought for scraps for 4 years, until 2011 where they finally made their move. Ted Sarandos, Netflix&#8217;s Chief Content Officer, believed it vital that Netflix secure exclusive streaming rights to certain properties. It was exactly this type of thinking that would allow Netflix the potential to finally gain power over the film studios: they were going to start creating originals. This shift&#8212;from being controlled by the film studios&#8212;to creating their own content was not only expensive, but risky. This move was as bold as it was ingenious.</p><p>By taking this route, Netflix was now playing a different game. A game of one. Creating originals, such as the hit <em>House of Cards</em> (with that infamous Kevin Spacey look), and gaining exclusive rights to content, would mean that other streaming platforms would have to up their fixed-costs to compete with Netflix, or <em>remain beholden to the whims of film studios</em>. If <em>House of Cards</em> cost Netflix $100m to make, and they had 30 million subscribers, then the cost per customer was just over $3. If a competitor had only one million subscribers, then the cost per customer to make the original would be $100. They created a 10m-high iron-clad barrier where none was before, and told those who wanted to compete they&#8217;d have to pay up to do so.</p><p>This radical shift in industry economics allowed Netflix to move away from the value-destroying commodity rat race they found themselves in. Value-creation wasn&#8217;t enough&#8212;it was the barrier that mattered.</p><div><hr></div><p>How companies <em>create value</em>, and how they ensure they leave their competitors in the rear view mirror, is laid out by Hamilton Helmer in his landmark book on analysing businesses: <em><strong>7 Powers</strong></em><strong>.</strong> Helmer has spent decades trying to work out what separates a bad business from a good one, and a good one from a great one. He starts with two definitions of strategy that answer two distinct questions&#8212;one about the nature of value, the other about how to capture it persistently.</p><p><strong>Strategy</strong></p><blockquote><p>The study of the fundamental factors that drive <em>potential</em> business value.</p></blockquote><p><em>The diagnostic lens: what are the foundations of value in this business?</em></p><p>Strategy has two objectives: to reveal the foundations of business value&#8212;and attempts to guide businesspeople towards value-creation. It can be split into two topics:</p><ol><li><p><strong>Statics:</strong> &#8220;Being There&#8221;: What makes Netflix&#8217;s content so durably valuable?</p></li><li><p><strong>Dynamics:</strong> &#8220;Getting There&#8221;: What elements helped produce such favourable results?</p></li></ol><p>Looking back at our Netflix case study, we can see that Netflix&#8217;s decision to depart from conventional norms and create originals was what set them apart from other streaming platforms, but <em>also</em> what made their business model so durable and valuable. This is the difference between static value&#8212;the structural advantage they hold&#8212;and the dynamic quality that allowed them to build it in the first place.</p><p><strong>strategy</strong></p><blockquote><p>The set of conditions creating the potential for persistent differential returns.</p></blockquote><p><em>The competitive lens: what conditions allow a company to hold that value against rivals?</em></p><p><strong>Persistence is a non-negotiable element in creating long-term differential returns.</strong> 10% growth&#8212;per year&#8212;for three years, would only constitute 15% of a company&#8217;s value. Having stellar returns for three years, and then poor returns the next three, is unlikely to create durable long-term differential returns. How could it? Value is what gives rise to <em>persistent</em> and <em>above average</em> returns. It&#8217;s all about establishing and maintaining an unassailable perch.</p><p>These differential returns give rise to <strong>Power:</strong> the underlying conditions that give a company a consistent and unfair advantage over its competitors. This is as difficult to achieve as it is important, but can be attained through two means:</p><ol><li><p><strong>Benefit:</strong> The conditions that created the Power must materially grow cash flow through a combination of increased/decreased prices, reduced costs, or less capital expenditure.</p></li><li><p><strong>Barrier:</strong> As well as persistently increasing cash flow, there must be a barrier that prevents competitors from engaging in value-destroying arbitrage.</p></li></ol><p><strong>The astute business strategist knows to look for the barrier conditions first&#8212;not the benefit.</strong></p><p>Benefits are more common in business: competitive pricing, cost reduction, operational efficiency. But barriers&#8212;those which prevent competitors from engaging in tit-for-tat tactics&#8212;are less so. Companies that know what a competitor is doing, but won&#8217;t engage in trying to replicate them through fear of destroying their own value proposition, do not have Power&#8212;at least not yet. Therefore it is barrier conditions that first deserve the strategist&#8217;s attention.</p><blockquote><p>An industry&#8217;s underlying economics and a business&#8217; specific competitive advantage must interact in ways that are favourable for Power to exist.</p></blockquote><p>You can measure strength, but the concept of Power is relative. When comparing a company&#8217;s Power over a competitor, you&#8217;re looking for what is measurable&#8212;their strengths&#8212;those which have the potential to translate into Power.</p><p>Good strategy not only requires you to seek out Power (and potential Power) between direct competitors, but indirect ones as well. After all, Power changes hands like a clock face changes time. Value-destroying actions are linked to poor execution of strategy and following conventional wisdom. No business is immune from a fall from grace.</p><p>Value gets you to the final. Power is having your name written in the history books.</p><p>Through value-creation and impenetrable barriers, Bezos propelled Amazon towards trillions in market cap. Netflix established itself as the number one streaming platform. Helmer didn&#8217;t invent these principles. He found them&#8212;in companies like Amazon and Netflix&#8212;and codified them into a framework any operator can apply.</p><div><hr></div><p><strong>Here&#8217;s what most business owners miss:</strong> they can articulate the value they create, but they can&#8217;t name the structural barrier protecting it. They know their strengths but confuse them with Power. They work harder, improve operations, cut costs&#8212;all necessary, none sufficient.</p><p>The question for your business isn&#8217;t whether you create value. It&#8217;s whether you&#8217;ve built barriers that prevent competitors from taking it from you.</p><p>Helmer identified seven specific types of Power. Seven structural advantages that, when present, create persistent differential returns. Some you can engineer deliberately. Others emerge only under certain conditions. Knowing which is which is the difference between wasted effort and compounding returns.</p><p>But here&#8217;s the problem with Helmer&#8217;s book: it&#8217;s written for investors analysing public companies, not operators running them. The frameworks are sound, the case studies compelling, but they don&#8217;t answer the question every business owner needs answered: <em>How do I know if I have this? And if I don&#8217;t, can I build it?</em></p><p>That&#8217;s what the 7 Powers series does.</p><p>Over the next seven essays in this series, I&#8217;ll break down each Power&#8212;not as an academic exercise, but as a diagnostic framework you can apply to your own business. Each essay will include:</p><ul><li><p><strong>The anatomy of the Power:</strong> what it is, how it works, and why it creates barriers</p></li><li><p><strong>Recognition criteria:</strong> the specific conditions that signal its presence or absence </p></li><li><p><strong>Application for SME operators:</strong> how construction firms, professional services, and capital-intense businesses can identify opportunities to build each Power</p></li><li><p><strong>Diagnostic tools:</strong> checklists, frameworks, and questions that move you from theory to action</p></li></ul><p>The first Power we&#8217;ll examine is <strong>Scale Economies</strong>&#8212;the same advantage Netflix used to turn content creation from a liability into an unassailable moat. We&#8217;ll look at how fixed costs spread over volume create barriers, when scale becomes a trap instead of an advantage, and how to identify whether your business has the potential to build this Power.</p><p>If you&#8217;re serious about building a business that compounds value rather than just creating it, this series is where theory meets application.</p><p>Until next time, Karl. </p><div><hr></div><p><em>The 7 Powers series is part of The School of Knowledge, where I translate sophisticated investment frameworks into actionable tools for business owners. &#163;15/month gets you access to the full series, The Case Library, The Toolkit, and The Reading Room which i&#8217;m offering to you today, plus access to everything else, for a <strong>20% discount.</strong></em></p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.theschoolofknowledge.net/subscribe?coupon=d09a2077&amp;utm_content=188273478&quot;,&quot;text&quot;:&quot;Get 20% off forever&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.theschoolofknowledge.net/subscribe?coupon=d09a2077&amp;utm_content=188273478"><span>Get 20% off forever</span></a></p>]]></content:encoded></item></channel></rss>