{"id":226297,"date":"2025-06-25T12:33:08","date_gmt":"2025-06-25T16:33:08","guid":{"rendered":"https:\/\/ibkrcampus.com\/campus\/?p=226297"},"modified":"2025-06-25T12:32:00","modified_gmt":"2025-06-25T16:32:00","slug":"no-magic-formulas-how-i-actually-decide-what-to-trade","status":"publish","type":"post","link":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/no-magic-formulas-how-i-actually-decide-what-to-trade\/","title":{"rendered":"No Magic Formulas: How I Actually Decide What to Trade"},"content":{"rendered":"\n<p><em>The article &#8220;No Magic Formulas: How I Actually Decide What to Trade&#8221; was originally published on <a href=\"https:\/\/robotwealth.com\/no-magic-formulas-how-i-actually-decide-what-to-trade\/\">Robot Wealth<\/a> blog.<\/em><\/p>\n\n\n\n<p>Someone recently asked me if I have a checklist for adopting new trading strategies.<\/p>\n\n\n\n<p>You know, a neat little formula like \u201cif backtested Sharpe &gt; 1.8, trade it\u201d or \u201cif drawdown &lt; 15%, green light.\u201d<\/p>\n\n\n\n<p>I get the appeal. We all want clear, objective criteria to make these decisions easier. But strategy adoption just doesn\u2019t work that way.<\/p>\n\n\n\n<p>The reality is messier. More nuanced.<\/p>\n\n\n\n<p>Your decision might differ from mine because:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>We have different objectives and constraints<\/li>\n\n\n\n<li>Our existing portfolios look different<\/li>\n\n\n\n<li>We weigh competing evidence differently<\/li>\n\n\n\n<li>You might be willing to take on operational complexity that I\u2019m not<\/li>\n<\/ul>\n\n\n\n<p>There\u2019s rarely a binary right\/wrong answer \u2013 just different paths with different trade-offs.<\/p>\n\n\n\n<p>That said, I can share how I approach this problem and the questions I consider.<\/p>\n\n\n\n<p>Here they are, roughly in order of importance.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-my-mental-framework-for-strategy-evaluation\">My Mental Framework for Strategy Evaluation<\/h2>\n\n\n\n<p><strong>Does the effect have a plausible reason behind it?<\/strong><\/p>\n\n\n\n<p>This is absolutely the most important question. If you can\u2019t explain why an edge exists in plain language, you don\u2019t understand it well enough to trade it.<\/p>\n\n\n\n<p>Trading something you don\u2019t understand \u2013 with only your P&amp;L as feedback \u2013 is like trying to learn poker by only seeing whether you won or lost each hand, without ever looking at your cards. Good luck figuring out why you\u2019re winning or losing.<\/p>\n\n\n\n<p><strong>How confident am I that this will persist?<\/strong><\/p>\n\n\n\n<p>This flows directly from the explanation of why the edge exists.<\/p>\n\n\n\n<p>For instance, risk premia tend to be persistent because they\u2019re rooted in human psychology. People will always demand compensation for taking on certain risks.<\/p>\n\n\n\n<p>On the other hand, genuine mispricings or inefficiencies tend to get arbitraged away over time. The more obvious the inefficiency, the faster it disappears.<\/p>\n\n\n\n<p><strong>Have I ruled out non-tradable explanations?<\/strong><\/p>\n\n\n\n<p>Before you get too excited about a backtested edge, consider whether it might be explained by:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Data biases or artifacts<\/li>\n\n\n\n<li>Survivorship bias<\/li>\n\n\n\n<li>Look-ahead bias<\/li>\n\n\n\n<li>Transaction cost assumptions<\/li>\n\n\n\n<li>Liquidity constraints<\/li>\n<\/ul>\n\n\n\n<p>I\u2019ve seen countless \u201camazing strategies\u201d evaporate once these factors were properly accounted for.<\/p>\n\n\n\n<p><strong>What does the data analysis say?<\/strong><\/p>\n\n\n\n<p>Is the effect strong and consistent? Does it show up in the places you\u2019d expect based on your explanation?<\/p>\n\n\n\n<p>If you think your edge is based on sector rotation dynamics, for example, it should show up across different sector ETFs in a way that matches your hypothesis.<\/p>\n\n\n\n<p><strong>What was the after-cost historical performance of harnessing the effect with simple rules?<\/strong><\/p>\n\n\n\n<p>Notice this isn\u2019t first on my list. Performance metrics matter, but they\u2019re far from the whole story.<\/p>\n\n\n\n<p><strong>What execution considerations exist?<\/strong><\/p>\n\n\n\n<p>There are almost always execution challenges outside of highly liquid markets.<\/p>\n\n\n\n<p>A strategy that requires trading micro-caps or altcoins is fundamentally different from one trading S&amp;P futures or bitcoin.<\/p>\n\n\n\n<p><strong>How similar is it to strategies I\u2019m already trading?<\/strong><\/p>\n\n\n\n<p>If a new strategy offers genuine diversification, I might be more willing to adopt it.<\/p>\n\n\n\n<p><strong>How much operational effort is involved?<\/strong><\/p>\n\n\n\n<p>Be honest about this one. A strategy requiring you to wake up at 3 AM to manually place orders isn\u2019t the same as one you can manage with market-on-close orders once a month.<\/p>\n\n\n\n<p>I\u2019ve abandoned perfectly good strategies because the operational overhead wasn\u2019t worth it for me at the time.<\/p>\n\n\n\n<p><strong>Did I perform statistical tests for randomness?<\/strong><\/p>\n\n\n\n<p>I don\u2019t put much weight on this, but it can provide another perspective.<\/p>\n\n\n\n<p>The issue with randomness testing is that most strategies we discover have already been \u201cp-hacked\u201d to some degree \u2013 either by us or by the natural filters that brought the idea to our attention in the first place.<\/p>\n\n\n\n<p>Also, consider that by the time something is \u201cstatistically significant\u201d, everyone else will have noticed it too, and the broader market is almost certainly absorbing it. This is a prime example of why having a reason for the trade to exist is so important. If you can identify edges based on your market understanding, you\u2019ll beat most people to the punch.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">The Bottom Line<\/h2>\n\n\n\n<p>There\u2019s no magic checklist that eliminates the need for thoughtful analysis. Strategy adoption requires good judgment and clear thinking.<\/p>\n\n\n\n<p>You have to weigh multiple factors, many of which involve subjective assessments.<\/p>\n\n\n\n<p>The good news? Like any skill, this gets easier with practice. Over time, you develop an intuition for what works and what doesn\u2019t \u2013 but it\u2019s an intuition built on a foundation of methodical thinking, just like we teach in&nbsp;<a href=\"https:\/\/robotwealth.com\/tlaq-qlat-aqtt-landing-page\/\">Trade Like a Quant<\/a>.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Someone recently asked me if I have a checklist for adopting new trading strategies.<\/p>\n","protected":false},"author":271,"featured_media":198488,"comment_status":"open","ping_status":"closed","sticky":true,"template":"","format":"standard","meta":{"_acf_changed":true,"footnotes":""},"categories":[339,338,341],"tags":[851,19462,494],"contributors-categories":[13676],"class_list":{"0":"post-226297","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-data-science","8":"category-ibkr-quant-news","9":"category-quant-development","10":"tag-algo-trading","11":"tag-backtsting","12":"tag-quant","13":"contributors-categories-robot-wealth"},"pp_statuses_selecting_workflow":false,"pp_workflow_action":"current","pp_status_selection":"publish","acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.9 (Yoast SEO v27.3) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>No Magic Formulas: How I Actually Decide What to Trade<\/title>\n<meta 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