{"id":1725,"date":"2026-02-08T20:43:39","date_gmt":"2026-02-08T20:43:39","guid":{"rendered":"https:\/\/www.allendowney.com\/blog\/?p=1725"},"modified":"2026-02-08T20:43:42","modified_gmt":"2026-02-08T20:43:42","slug":"dont-bet-on-the-super-bowl","status":"publish","type":"post","link":"https:\/\/www.allendowney.com\/blog\/2026\/02\/08\/dont-bet-on-the-super-bowl\/","title":{"rendered":"Don\u2019t Bet on the Super Bowl"},"content":{"rendered":"\n<p>If you have studied probability, you might be familiar with fractional odds, which represent the ratio of the probability something happens to the probability it doesn\u2019t. For example, if the Seahawks have a 75% chance of winning the Super Bowl, they have a 25% chance of losing, so the ratio is 75 to 25, sometimes written 3:1 and pronounced \u201cthree to one\u201d.<\/p>\n\n\n\n<p>But if you search for \u201cthe odds that the Seahawks win\u201d, you will probably get <strong>moneyline odds<\/strong>, also known as American odds. Right now, the moneyline odds are -240 for the Seahawks and +195 for the Patriots. If you are not familiar with this format, that means:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>If you bet <code>$100<\/code> on the Patriots and they win, you gain <code>$195<\/code> \u2013 otherwise you lose <code>$100<\/code>.<\/li>\n\n\n\n<li>If you bet <code>$240<\/code> on the Seahawks and they win, you gain <code>$100<\/code> \u2013 otherwise you lose <code>$240<\/code>.<\/li>\n<\/ul>\n\n\n\n<p>If you are used to fractional odds, this format might make your head hurt. So let\u2019s unpack it.<\/p>\n\n\n\n<p>Suppose you think the Patriots have a 25% chance of winning. Under that assumption, we can compute the expected value of the first wager like this:<\/p>\n\n\n\n<pre id=\"codecell3\" class=\"wp-block-preformatted\">def expected_value(p, wager, payout):\n    return p * payout - (1-p) * wager\n<\/pre>\n\n\n\n<pre id=\"codecell4\" class=\"wp-block-preformatted\">expected_value(p=0.25, wager=100, payout=195)\n<\/pre>\n\n\n\n<pre id=\"codecell5\" class=\"wp-block-preformatted\">-26.25\n<\/pre>\n\n\n\n<p>If the Patriots actually have a 25% chance of winning, the first wager has negative expected value \u2013 so you probably don\u2019t want to make it.<\/p>\n\n\n\n<p>Now let\u2019s compute the expected value of the second wager \u2013 assuming the Seahawks have a 75% chance of winning:<\/p>\n\n\n\n<pre id=\"codecell6\" class=\"wp-block-preformatted\">expected_value(p=0.75, wager=240, payout=100)\n<\/pre>\n\n\n\n<pre id=\"codecell7\" class=\"wp-block-preformatted\">15.0\n<\/pre>\n\n\n\n<p>The expected value of this wager is positive, so you might want to make it \u2013 but only if you have good reason to think the Seahawks have a 75% chance of winning.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Implied Probability<\/h2>\n\n\n\n<p>More generally, we can compute the expected value of each wager for a range of probabilities from 0 to 1.<\/p>\n\n\n\n<pre id=\"codecell8\" class=\"wp-block-preformatted\">ps = np.linspace(0, 1)\nev_patriots = expected_value(ps, 100, 195)\n<\/pre>\n\n\n\n<pre id=\"codecell9\" class=\"wp-block-preformatted\">ps = np.linspace(0, 1)\nev_seahawks = expected_value(1-ps, 240, 100)\n<\/pre>\n\n\n\n<p>Here\u2019s what they look like.<\/p>\n\n\n\n<pre id=\"codecell10\" class=\"wp-block-preformatted\">plt.plot(ps, ev_patriots, label='Bet on Patriots')\nplt.plot(ps, ev_seahawks, label='Bet on Seahawks')\nplt.axhline(0, color='gray', alpha=0.4)\n\ndecorate(xlabel='Actual probability Patriots win',\n        ylabel='Expected value of wager')\n<\/pre>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"442\" height=\"255\" src=\"https:\/\/www.allendowney.com\/blog\/wp-content\/uploads\/2026\/02\/48c1402d18913b4e4a43f62a11e1f6206cac36ff426a02adefd811caa7714e50.png\" alt=\"_images\/48c1402d18913b4e4a43f62a11e1f6206cac36ff426a02adefd811caa7714e50.png\" class=\"wp-image-1727\" srcset=\"https:\/\/www.allendowney.com\/blog\/wp-content\/uploads\/2026\/02\/48c1402d18913b4e4a43f62a11e1f6206cac36ff426a02adefd811caa7714e50.png 442w, https:\/\/www.allendowney.com\/blog\/wp-content\/uploads\/2026\/02\/48c1402d18913b4e4a43f62a11e1f6206cac36ff426a02adefd811caa7714e50-300x173.png 300w\" sizes=\"auto, (max-width: 442px) 100vw, 442px\" \/><\/figure>\n\n\n\n<p>To find the crossover point, we can set the expected value to <code>0<\/code> and solve for <code>p<\/code>. This function computes the result:<\/p>\n\n\n\n<pre id=\"codecell11\" class=\"wp-block-preformatted\">def crossover(wager, payout):\n    return wager \/ (wager + payout)\n<\/pre>\n\n\n\n<p>Here\u2019s crossover for a bet on the Patriots at the offered odds.<\/p>\n\n\n\n<pre id=\"codecell12\" class=\"wp-block-preformatted\">p1 = crossover(100, 195)\np1\n<\/pre>\n\n\n\n<pre id=\"codecell13\" class=\"wp-block-preformatted\">0.3389830508474576\n<\/pre>\n\n\n\n<p>If you think the Patriots have a probability higher than the crossover, the first bet has positive expected value.<\/p>\n\n\n\n<p>And here\u2019s the crossover for a bet on the Seahawks.<\/p>\n\n\n\n<pre id=\"codecell14\" class=\"wp-block-preformatted\">p2 = crossover(240, 100)\np2\n<\/pre>\n\n\n\n<pre id=\"codecell15\" class=\"wp-block-preformatted\">0.7058823529411765\n<\/pre>\n\n\n\n<p>If you think the Seahawks have a probability higher than this crossover, the second bet has positive expected value.<\/p>\n\n\n\n<p>So the offered odds imply that the consensus view of the betting market is that the Patriots have a 33.9% chance of winning and the Seahawks have a 70.6% chance. But you might notice that the sum of those probabilities exceeds 1.<\/p>\n\n\n\n<pre id=\"codecell16\" class=\"wp-block-preformatted\">p1 + p2\n<\/pre>\n\n\n\n<pre id=\"codecell17\" class=\"wp-block-preformatted\">1.0448654037886342\n<\/pre>\n\n\n\n<p>What does that mean?<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">The Take<\/h2>\n\n\n\n<p>The sum of the crossover probabilities determines \u201cthe take\u201d, which is the share of the betting pool taken by \u201cthe house\u201d \u2013 that is, the entity that takes the bets.<\/p>\n\n\n\n<p>For example, suppose 1000 people take the first wager and bet <code>$100<\/code> each on the Patriots. And 1000 people take the second wager and bet <code>$240<\/code> on the Seahawks.<\/p>\n\n\n\n<p>Here\u2019s the total expected value of all of those wagers.<\/p>\n\n\n\n<pre id=\"codecell18\" class=\"wp-block-preformatted\">total = expected_value(ps, 100_000, 195_000) + expected_value(1-ps, 240_000, 100_000) \n<\/pre>\n\n\n\n<pre id=\"codecell19\" class=\"wp-block-preformatted\">plt.plot(ps, total, label='Total')\nplt.axhline(0, color='gray', alpha=0.4)\n\ndecorate(xlabel='Actual probability Patriots win',\n        ylabel='Total expected value of all wagers')\n<\/pre>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"442\" height=\"255\" src=\"https:\/\/www.allendowney.com\/blog\/wp-content\/uploads\/2026\/02\/4cbfc771ae7a96120417d15491ffc998549738a707551c824a63cfbaa12536b4.png\" alt=\"_images\/4cbfc771ae7a96120417d15491ffc998549738a707551c824a63cfbaa12536b4.png\" class=\"wp-image-1728\" srcset=\"https:\/\/www.allendowney.com\/blog\/wp-content\/uploads\/2026\/02\/4cbfc771ae7a96120417d15491ffc998549738a707551c824a63cfbaa12536b4.png 442w, https:\/\/www.allendowney.com\/blog\/wp-content\/uploads\/2026\/02\/4cbfc771ae7a96120417d15491ffc998549738a707551c824a63cfbaa12536b4-300x173.png 300w\" sizes=\"auto, (max-width: 442px) 100vw, 442px\" \/><\/figure>\n\n\n\n<p>The total expected value is negative for all probabilities (or zero if the Patriots have no chance at all) \u2013 which means the house wins.<\/p>\n\n\n\n<p>How much the house wins depends on the actual probability. As an example, suppose the actual probability is the midpoint of the probabilities implied by the odds:<\/p>\n\n\n\n<pre id=\"codecell20\" class=\"wp-block-preformatted\">p = (p1 + (1-p2)) \/ 2\np\n<\/pre>\n\n\n\n<pre id=\"codecell21\" class=\"wp-block-preformatted\">0.31655034895314055\n<\/pre>\n\n\n\n<p>In that case, here\u2019s the expected take, assuming that the implied probability is correct.<\/p>\n\n\n\n<pre id=\"codecell22\" class=\"wp-block-preformatted\">take = -expected_value(p, 100_000, 195_000) - expected_value(1-p, 240_000, 100_000) \ntake\n<\/pre>\n\n\n\n<pre id=\"codecell23\" class=\"wp-block-preformatted\">14244.765702891316\n<\/pre>\n\n\n\n<p>As a percentage of the total betting pool, it\u2019s a little more than 4%.<\/p>\n\n\n\n<pre id=\"codecell24\" class=\"wp-block-preformatted\">take \/ (100_000 + 240_000)\n<\/pre>\n\n\n\n<pre id=\"codecell25\" class=\"wp-block-preformatted\">0.04189636971438623\n<\/pre>\n\n\n\n<p>Which we could have approximated by computing the \u201coverround\u201d, which is the amount that the sum of the implied probabilities exceeds 1.<\/p>\n\n\n\n<pre id=\"codecell26\" class=\"wp-block-preformatted\">(p1 + p2) - 1\n<\/pre>\n\n\n\n<pre id=\"codecell27\" class=\"wp-block-preformatted\">0.04486540378863424\n<\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">Don\u2019t Bet<\/h2>\n\n\n\n<p>In summary, here are the reasons you should not bet on the Super Bowl:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>If the implied probabilities are right (within a few percent) all wagers have negative expected value.<\/li>\n\n\n\n<li>If you think the implied probabilities are wrong, you might be able to make a good bet \u2013 but only if you are right. The odds represent the aggregated knowledge of everyone who places a bet, which probably includes a lot of people who know more than you.<\/li>\n\n\n\n<li>If you spend a lot of time and effort, you might find instances where the implied probabilities are wrong, and you might even make money in the long run. But there are better things you could do with your time.<\/li>\n<\/ul>\n\n\n\n<p>Betting is a zero-sum game if you include the house and a negative-sum game for people who bet. If you make money, someone else loses \u2013 there is no net creation of economic value.<\/p>\n\n\n\n<p>So, if you have the skills to beat the odds, find something more productive to do.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>If you have studied probability, you might be familiar with fractional odds, which represent the ratio of the probability something happens to the probability it doesn\u2019t. For example, if the Seahawks have a 75% chance of winning the Super Bowl, they have a 25% chance of losing, so the ratio is 75 to 25, sometimes written 3:1 and pronounced \u201cthree to one\u201d. But if you search for \u201cthe odds that the Seahawks win\u201d, you will probably get moneyline odds, also&#8230;<\/p>\n<p class=\"read-more\"><a class=\"btn btn-default\" href=\"https:\/\/www.allendowney.com\/blog\/2026\/02\/08\/dont-bet-on-the-super-bowl\/\"> Read More<span class=\"screen-reader-text\">  Read More<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"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":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2}},"categories":[1],"tags":[119,118,65],"class_list":["post-1725","post","type-post","status-publish","format-standard","hentry","category-uncategorized","tag-expected-value","tag-odds","tag-probability"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Don\u2019t Bet on the Super Bowl - Probably Overthinking It<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.allendowney.com\/blog\/2026\/02\/08\/dont-bet-on-the-super-bowl\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Don\u2019t Bet on the Super Bowl - Probably Overthinking It\" \/>\n<meta property=\"og:description\" content=\"If you have studied probability, you might be familiar with fractional odds, which represent the ratio of the probability something happens to the probability it doesn\u2019t. 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Probably Overthinking It","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.allendowney.com\/blog\/2026\/02\/08\/dont-bet-on-the-super-bowl\/","og_locale":"en_US","og_type":"article","og_title":"Don\u2019t Bet on the Super Bowl - Probably Overthinking It","og_description":"If you have studied probability, you might be familiar with fractional odds, which represent the ratio of the probability something happens to the probability it doesn\u2019t. For example, if the Seahawks have a 75% chance of winning the Super Bowl, they have a 25% chance of losing, so the ratio is 75 to 25, sometimes written 3:1 and pronounced \u201cthree to one\u201d. But if you search for \u201cthe odds that the Seahawks win\u201d, you will probably get moneyline odds, also... 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If I have a tumor that I\u2019ve been told has a malignancy rate of 2% per year, does that compound? So after 5 years there\u2019s a 10% chance it will turn malignant? This turns out to be an interesting question, because the\u2026","rel":"","context":"Similar post","block_context":{"text":"Similar post","link":""},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":1145,"url":"https:\/\/www.allendowney.com\/blog\/2023\/12\/12\/smoking-causes-cancer-2\/","url_meta":{"origin":1725,"position":1},"title":"Smoking Causes Cancer","author":"AllenDowney","date":"December 12, 2023","format":false,"excerpt":"In the preface of Probably Overthinking It, I wrote: Sometimes interpreting data is easy. For example, one of the reasons we know that smoking causes lung cancer is that when only 20% of the population smoked, 80% of people with lung cancer were smokers. If you are a doctor who\u2026","rel":"","context":"Similar post","block_context":{"text":"Similar post","link":""},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/www.allendowney.com\/blog\/wp-content\/uploads\/2023\/12\/image-1.png?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.allendowney.com\/blog\/wp-content\/uploads\/2023\/12\/image-1.png?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/www.allendowney.com\/blog\/wp-content\/uploads\/2023\/12\/image-1.png?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/www.allendowney.com\/blog\/wp-content\/uploads\/2023\/12\/image-1.png?resize=700%2C400&ssl=1 2x"},"classes":[]},{"id":319,"url":"https:\/\/www.allendowney.com\/blog\/2019\/10\/18\/the-dartboard-paradox\/","url_meta":{"origin":1725,"position":2},"title":"The Dartboard Paradox","author":"AllenDowney","date":"October 18, 2019","format":false,"excerpt":"On November 5, 2019, I will be at PyData NYC to give a talk called The Inspection Paradox is Everywhere [UPDATE: The video from the talk is here]. Here's the abstract: The inspection paradox is a statistical illusion you\u2019ve probably never heard of. 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If you see a white raven, that clearly refutes the hypothesis. And if you see a black raven, that supports the hypothesis in the sense that it increases our confidence, maybe slightly. But what if you see a red apple\u2026","rel":"","context":"In \"bayesianism\"","block_context":{"text":"bayesianism","link":"https:\/\/www.allendowney.com\/blog\/tag\/bayesianism\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/www.allendowney.com\/blog\/wp-content\/uploads\/2025\/12\/3f8f1dc012592d11ac19f20c5698984fc6134a93c7eeec35c1ba1aed5913a1a2.png?resize=350%2C200&ssl=1","width":350,"height":200},"classes":[]},{"id":1286,"url":"https:\/\/www.allendowney.com\/blog\/2024\/05\/20\/bertrands-boxes\/","url_meta":{"origin":1725,"position":4},"title":"Bertrand\u2019s Boxes","author":"AllenDowney","date":"May 20, 2024","format":false,"excerpt":"An early draft of Probably Overthinking It included two chapters about probability. I still think they are interesting, but the other chapters are really about data, and the examples in these chapters are more like brain teasers -- so I've saved them for another book. Here's an excerpt from the\u2026","rel":"","context":"Similar post","block_context":{"text":"Similar post","link":""},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":1661,"url":"https:\/\/www.allendowney.com\/blog\/2025\/12\/04\/the-lost-chapter\/","url_meta":{"origin":1725,"position":5},"title":"The Lost Chapter","author":"AllenDowney","date":"December 4, 2025","format":false,"excerpt":"I'm happy to report that Probably Overthinking It is available now in paperback. If you would like a copy, you can order from Bookshop.org and Amazon (affiliate links). To celebrate, I'm publishing The Lost Chapter -- that is, the chapter I cut from the published book. 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