{"id":217055,"date":"2025-01-07T10:58:04","date_gmt":"2025-01-07T15:58:04","guid":{"rendered":"https:\/\/ibkrcampus.com\/campus\/?p=217055"},"modified":"2025-01-07T10:58:13","modified_gmt":"2025-01-07T15:58:13","slug":"trading-101-understanding-the-expected-value-of-uncertain-bets","status":"publish","type":"post","link":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/trading-101-understanding-the-expected-value-of-uncertain-bets\/","title":{"rendered":"Trading 101: Understanding the Expected Value of Uncertain Bets"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\"><em>The post \u201cTrading 101: Understanding the Expected Value of Uncertain Bets\u201d first appeared on <a href=\"https:\/\/robotwealth.com\/trading-101-understanding-the-expected-value-of-uncertain-bets\/\">Robot Wealth<\/a> blog.<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Industry veterans sometimes remark that successful gamblers tend to make good traders, and engineers tend to make lousy traders.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This is a gross generalisation, of course, but one reason is that trading, at the most fundamental level, is a game of pricing uncertain outcomes. This requires probabilistic thinking, and engineers tend to be trained to think deterministically.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Indeed, thinking probabilistically is hard for most people.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">That\u2019s why so much retail trading tends to involve buying when the news is good and the price is increasing, and selling when the news is bad and the price is decreasing.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">That\u2019s deterministic thinking, and we\u2019re good at that because we evolved that way \u2013 there isn\u2019t much need to think probabilistically when you are trying to avoid being eaten by a bear.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">On the other hand, a more thoughtful assessment of probabilities is hard. If you like money, however, you\u2019re going to need to learn to think probabilistically.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong><em>How do we \u201cthink probabilistically\u201d?<\/em><\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Let\u2019s go through the basics.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Imagine someone is offering you a game. You roll a dice. If you roll 5 or 6 then you get $1,000. If you roll any other number you get nothing.<br><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong><em>What would you pay to play this dice game?<\/em><\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Well, this is a risky game, and most people don\u2019t like playing games in which they can lose money. But, to start with, at least, let\u2019s assume that you don\u2019t mind taking risks and you are only interested in maximising the expected value of the bets you take.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">First, you must work out the&nbsp;<strong>price at which you are indifferent to playing the game.<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">If you don\u2019t mind taking the risk, then the price at which you are indifferent to playing the game is the price at which you break even over the long term playing it. You want to play the game if it\u2019s cheaper than this value, and you want to pass if it\u2019s more expensive.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong><em>How do I calculate that?<\/em><\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">It\u2019s simple (in this toy example, anyway.)<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">You write down all possible outcomes of the game, and for each possible outcome you write down:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>the probability of that outcome occurring<\/li>\n\n\n\n<li>the payout if that outcome occurs.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Then, you multiply these two figures for each possible outcome and sum them up.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">That gives you the expected value of the game \u2013 which is also the price at which you should be indifferent to playing the game if you don\u2019t mind taking on the risk.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Here it is for that game:<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"434\" height=\"166\" data-src=\"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2025\/01\/robot-wealth-bets.png\" alt=\"\" class=\"wp-image-217058 lazyload\" data-srcset=\"https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2025\/01\/robot-wealth-bets.png 434w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2025\/01\/robot-wealth-bets-300x115.png 300w\" data-sizes=\"(max-width: 434px) 100vw, 434px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 434px; aspect-ratio: 434\/166;\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">If you are just looking to maximise expected return and don\u2019t mind taking on risk, then you should only play that game if you can play it for less than $333.3<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong><em>But I don\u2019t like taking on unnecessary risk!<\/em><\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Good. Me neither.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Of course, you are not indifferent to playing games in which you might lose a significant amount of money!<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">You probably won\u2019t play this game, in which you can lose a reasonable amount of money, for $333, unless that\u2019s a small amount of money to you and you can play the game repeatedly.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A 30 cent edge is just not worth the risk of losing $333, for most people.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This is where the idea of&nbsp;<strong><a href=\"https:\/\/robotwealth.com\/diving-deep-my-personal-approach-to-equity-and-volatility-risk-premia\/\" target=\"_blank\" rel=\"noreferrer noopener\">r<\/a><a href=\"https:\/\/robotwealth.com\/diving-deep-my-personal-approach-to-equity-and-volatility-risk-premia\/\">isk premium<\/a><\/strong>&nbsp;comes in.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Players of risky games with uncertain payoffs demand a premium for taking on that uncertainty. So maybe the price the aggregate market would be prepared to pay for this game would be less than $333. This results in positive expected value for those prepared to take on the risk.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><em><strong>How does trading differ from this toy example?<\/strong><\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In trading, the outcomes, their probabilities and their payoff are subject to uncertainty.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In our toy example, we could calculate the \u201crisk-neutral fair value\u201d of the game exactly because we knew the probabilities and the payoffs.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In view-based trading, we have to forecast every one of these variables.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In derivatives pricing, we know the payoffs, but we have to forecast the probabilities.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This is hard, but just because something is hard doesn\u2019t mean you shouldn\u2019t do it.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">And you really do need to get used to thinking in these terms if you want to be competitive in trading.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A nice side benefit of thinking this way is that if you understand this, you also understand pretty much all of derivative pricing (the important stuff anyway). The fair value of an option (in risk-neutral land) is simply the probability-weighted sum of all the payoffs at expiry. You can do this without understanding anything about BSM or understanding a single Greek letter.&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Indeed, thinking probabilistically is hard for most people.<\/p>\n","protected":false},"author":271,"featured_media":88423,"comment_status":"open","ping_status":"closed","sticky":true,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":"","jetpack_post_was_ever_published":false},"categories":[339,338,341],"tags":[4923,1006,8164,784],"contributors-categories":[13676],"class_list":["post-217055","post","type-post","status-publish","format-standard","has-post-thumbnail","category-data-science","category-ibkr-quant-news","category-quant-development","tag-computational-finance","tag-fintech","tag-mathematics","tag-trading","contributors-categories-robot-wealth"],"pp_statuses_selecting_workflow":false,"pp_workflow_action":"current","pp_status_selection":"publish","acf":[],"yoast_head":"<!-- This site is optimized 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