{"id":5378,"date":"2025-06-11T19:37:28","date_gmt":"2025-06-11T09:37:28","guid":{"rendered":"https:\/\/murrayslatter.me\/?p=5378"},"modified":"2025-06-11T19:37:30","modified_gmt":"2025-06-11T09:37:30","slug":"expected-value","status":"publish","type":"post","link":"https:\/\/murrayslatter.me\/?p=5378","title":{"rendered":"Expected Value"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">Making Smarter Decisions by Quantifying Outcomes<\/h2>\n\n\n\n<p>In business, investing, and life, we are constantly faced with uncertainty. Should we launch a new product? Should we expand to a new market? Should we take a new role or project? These decisions carry various possible outcomes, each with its own potential upside or downside. <strong>Expected Value (EV)<\/strong> is the mental model that helps us navigate these choices by grounding them in rational, quantitative analysis.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>What is Expected Value?<\/strong><\/h3>\n\n\n\n<p>At its core, <strong>Expected Value is the weighted average of all possible outcomes<\/strong>, factoring in both their probabilities and payoffs. The formula is straightforward:<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>Expected Value (EV) = \u2211 [Probability of Outcome \u00d7 Value of Outcome]<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p>This model enables leaders to shift from gut-based decision-making to <strong>probabilistic reasoning<\/strong>, allowing clearer comparisons between options with uncertain outcomes.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Why Expected Value Matters for Executives<\/strong><\/h3>\n\n\n\n<p>High-stakes decision-making often involves complexity, risk, and incomplete information. EV thinking:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Clarifies trade-offs<\/strong> between upside and downside.<\/li>\n\n\n\n<li><strong>Reduces emotional bias<\/strong>, especially fear of loss or irrational optimism.<\/li>\n\n\n\n<li><strong>Supports capital allocation<\/strong> by helping prioritize projects or investments with the highest return potential.<\/li>\n\n\n\n<li><strong>Encourages long-termism<\/strong>, since strategies with positive expected value tend to outperform over time\u2014even if they lose in the short run.<\/li>\n<\/ul>\n\n\n\n<p>In effect, EV helps you <strong>become comfortable with uncertainty<\/strong>, and even embrace it, when the odds and rewards are in your favor.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Real-World Applications<\/strong><\/h3>\n\n\n\n<p><strong>1. Capital Allocation<\/strong><br>Let\u2019s say your company is considering three projects:<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Project<\/th><th>Probability of Success<\/th><th>Payoff if Successful<\/th><th>Cost<\/th><th>Expected Value<\/th><\/tr><\/thead><tbody><tr><td>A<\/td><td>30%<\/td><td>$5 million<\/td><td>$1 million<\/td><td>$0.5M<\/td><\/tr><tr><td>B<\/td><td>70%<\/td><td>$1.5 million<\/td><td>$500k<\/td><td>$0.55M<\/td><\/tr><tr><td>C<\/td><td>90%<\/td><td>$1 million<\/td><td>$800k<\/td><td>$100k<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>Despite Project A being the least likely to succeed, its payoff gives it nearly as much expected value as Project B, and more than Project C. An EV approach makes these trade-offs visible and rational.<\/p>\n\n\n\n<p><strong>2. Venture Investing<\/strong><br>Early-stage investors rely heavily on EV thinking. A portfolio of ten startups may have seven total failures, two minor wins, and one outsized success. It\u2019s the expected value of that one win\u2014often 50x+ return\u2014that justifies the entire strategy.<\/p>\n\n\n\n<p><strong>3. Personal Career Decisions<\/strong><br>Imagine you&#8217;re offered two job opportunities:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Job X: 70% chance of solid growth, $200k total value; 30% chance of stagnation, $100k value \u2192 EV = $170k<\/li>\n\n\n\n<li>Job Y: 50% chance of breakthrough trajectory, $500k total value; 50% chance of burnout, $50k value \u2192 EV = $275k<\/li>\n<\/ul>\n\n\n\n<p>While Job Y is riskier, it may offer significantly higher expected value\u2014especially if you&#8217;re in a life stage that allows bold moves.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Expected Value \u2260 Expected Outcome<\/strong><\/h3>\n\n\n\n<p>It\u2019s vital to remember: <strong>expected value does not predict what <em>will<\/em> happen<\/strong>, only what is rational <em>on average<\/em> across repeated decisions. A single decision may not align with the expected value, but consistently making high-EV choices leads to long-term success.<\/p>\n\n\n\n<p>This mindset also fosters <strong>anti-fragility<\/strong>\u2014you may lose some battles, but you win the war by consistently taking asymmetric bets with positive expected value.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>How to Use Expected Value in Practice<\/strong><\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>List all possible outcomes<\/strong> of a decision.<\/li>\n\n\n\n<li><strong>Assign probabilities<\/strong> to each outcome. Be honest, not optimistic.<\/li>\n\n\n\n<li><strong>Estimate the value<\/strong> (or cost) of each outcome.<\/li>\n\n\n\n<li><strong>Do the math<\/strong>: Multiply the probability by the value for each, then sum.<\/li>\n<\/ol>\n\n\n\n<p>When possible, <strong>convert qualitative outcomes into quantitative proxies<\/strong>\u2014this makes the process clearer and more repeatable.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Common Pitfalls to Avoid<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Overconfidence in probability estimates<\/strong>: Always sanity-check assumptions.<\/li>\n\n\n\n<li><strong>Ignoring downside risk<\/strong>: EV doesn\u2019t capture variance or potential for ruin. Use it <em>with<\/em> models like Margin of Safety and Asymmetric Risk-Reward.<\/li>\n\n\n\n<li><strong>Thinking short-term<\/strong>: EV plays out over repeated exposure. One-off decisions need added layers of judgment.<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Final Thoughts<\/strong><\/h3>\n\n\n\n<p>Expected Value thinking is a powerful tool in any executive\u2019s mental model toolkit. It teaches discipline under uncertainty, rational prioritization, and confidence in probabilistic decision-making. The most successful operators and investors don\u2019t make decisions based on what feels good\u2014they make them based on what the math says will win <em>over time<\/em>.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>\u201cIf you\u2019re not thinking in terms of expected value, you\u2019re not thinking.\u201d \u2014 Charlie Munger<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p>Missed out on the <a href=\"https:\/\/murrayslatter.me\/?p=5292\">over all series<\/a>?<\/p>\n\n\n\n<p><strong>Murray Slatter<\/strong><\/p>\n\n\n\n<p>Strategy, Growth, and Transformation Consultant: <a href=\"https:\/\/outlook.office.com\/bookwithme\/user\/ffef0aaaf9ce4fa9bc29e062d1cb0d0f@qfactor.com.au?anonymous&amp;ep=bwmEmailSignature\">Book time to meet with me here!<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Or Signup for the Newsletter<\/h2>\n\n\n\n<div class=\"wp-block-leadin-hubspot-form-block\">\n\t\t\t\t\t\t<script>\n\t\t\t\t\t\t\twindow.hsFormsOnReady = window.hsFormsOnReady || [];\n\t\t\t\t\t\t\twindow.hsFormsOnReady.push(()=>{\n\t\t\t\t\t\t\t\thbspt.forms.create({\n\t\t\t\t\t\t\t\t\tportalId: 24391455,\n\t\t\t\t\t\t\t\t\tformId: \"03fd50b1-a049-4bdb-b064-cff39a5f75dd\",\n\t\t\t\t\t\t\t\t\ttarget: \"#hbspt-form-1777340522000-9291033243\",\n\t\t\t\t\t\t\t\t\tregion: \"na1\",\n\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t})});\n\t\t\t\t\t\t<\/script>\n\t\t\t\t\t\t<div class=\"hbspt-form\" id=\"hbspt-form-1777340522000-9291033243\"><\/div><\/div>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Making Smarter Decisions by Quantifying Outcomes In business, investing, and life, we are constantly faced with uncertainty. Should we launch a new product? Should we expand to a new market? Should we take a new role or project? These decisions [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":5418,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"content-type":"","_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-5378","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized","clearfix"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Expected Value - Murray Slatter<\/title>\n<meta name=\"description\" content=\"Expected Value (EV) is the mental model that helps us navigate these choices by grounding them in rational, quantitative analysis\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/murrayslatter.me\/?p=5378\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Expected Value - 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These decisions determine how resources are deployed, which projects receive funding, and ultimately, how value is created for shareholders. 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