{"id":283770,"date":"2026-10-02T15:26:35","date_gmt":"2026-10-02T15:26:35","guid":{"rendered":"https:\/\/ushopwell.com\/ublog\/algorithmic-trading-research-what-was-left-after-all-the-tests\/"},"modified":"2026-10-02T15:26:35","modified_gmt":"2026-10-02T15:26:35","slug":"algorithmic-trading-research-what-was-left-after-all-the-tests","status":"publish","type":"post","link":"https:\/\/ushopwell.com\/ublog\/algorithmic-trading-research-what-was-left-after-all-the-tests\/","title":{"rendered":"Algorithmic Trading Research: What Was Left After All the Tests"},"content":{"rendered":"<div class=\"youtubomatic-video-container\"><iframe loading=\"lazy\" width=\"580\" height=\"380\" src=\"https:\/\/www.youtube.com\/embed\/57b0xZXl7ps?autoplay=1&#038;controls=1&#038;hl=en\" frameborder=\"0\" allowfullscreen><\/iframe><\/div>\n<p>Dozens of hypotheses, each weeks of work; a handful survived. How small what survives really is, what finding it cost, and why I describe its shape but not its settings.<\/p>\n<p>\ud83d\udcda Free courses with full code and data for subscribers of my Telegram channel Data Lab: <a href=\"https:\/\/t.me\/lavrinenko_data\" target=\"_blank\">https:\/\/t.me\/lavrinenko_data<\/a><\/p>\n<p>\ud83c\udf93 The full course on Udemy, \u201cForex Algorithmic Trading: Backtesting Strategies in Python\u201d: <a href=\"https:\/\/www.udemy.com\/course\/test-it-before-you-trade-it-backtests-without-curve-fitting\/?referralCode=AAFD579BEC179990057A\" target=\"_blank\">https:\/\/www.udemy.com\/course\/test-it-before-you-trade-it-backtests-without-curve-fitting\/?referralCode=AAFD579BEC179990057A<\/a><br \/>\n\ud83d\udcd8 My other courses on Udemy:<br \/>\n\u2022 AI Forex Trading Bot with Machine Learning, Python &#038; MT5: <a href=\"https:\/\/www.udemy.com\/course\/build-a-machine-learning-trading-bot-in-python\/?referralCode=59ABEDBF83EA5E7A1812\" target=\"_blank\">https:\/\/www.udemy.com\/course\/build-a-machine-learning-trading-bot-in-python\/?referralCode=59ABEDBF83EA5E7A1812<\/a><br \/>\n\u2022 Forex Risk Management &#038; Position Sizing for Trading Robots: <a href=\"https:\/\/www.udemy.com\/course\/forex-risk-management-position-sizing-for-trading-robots\/?referralCode=90AEC80D7222F92C6E93\" target=\"_blank\">https:\/\/www.udemy.com\/course\/forex-risk-management-position-sizing-for-trading-robots\/?referralCode=90AEC80D7222F92C6E93<\/a><\/p>\n<p>Chapters:<br \/>\n0: 00 Intro: dozens of hypotheses, a handful left<br \/>\n0: 49 The base rate: most hypotheses fail<br \/>\n1: 18 What survived: a market structure event<br \/>\n1: 56 Why settings don&#8217;t transfer between traders<br \/>\n2: 35 A small real edge vs a large fake one<br \/>\n3: 13 The cost: years and one real drawdown<br \/>\n3: 53 Kill wrong ideas cheaply, before money<br \/>\n4: 21 What to test next<\/p>\n<p>I&#8217;m Vasyl Lavrinenko. For more than 20 years I&#8217;ve been building trading systems for real investors, and my Expert Advisors have won awards at international trading competitions. On this channel I test trading ideas on real market data and show what actually works, and what doesn&#8217;t.<\/p>\n<p>\ud83d\udcac Which idea should I test next? Tell me in the comments.<br \/>\n\ud83d\udd14 Subscribe and turn on notifications, so you don\u2019t miss the next analysis.<\/p>\n<p>Topics: backtesting trading strategies, how to backtest a strategy, win rate vs risk reward, trading costs, overfitting in trading, algorithmic trading, forex trading strategy testing.<br \/>\n#backtesting #tradingstrategy #forex<\/p>\n<p>Educational content only, not financial advice. Trading involves a risk of loss.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Dozens of hypotheses, each weeks of work; a handful survived. How small what survives really is, what finding it cost, and why I describe its shape but not its settings. \ud83d\udcda Free courses with full code and data for subscribers of my Telegram channel Data Lab: https:\/\/t.me\/lavrinenko_data \ud83c\udf93 The full course on Udemy, \u201cForex Algorithmic Trading: Backtesting Strategies in Python\u201d: https:\/\/www.udemy.com\/course\/test-it-before-you-trade-it-backtests-without-curve-fitting\/?referralCode=AAFD579BEC179990057A \ud83d\udcd8 My other courses on Udemy: \u2022 AI Forex&#8230;<\/p>\n","protected":false},"author":1,"featured_media":283771,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":"","tve_updated_post":"","tve_custom_css":"","tve_user_custom_css":"","tve_globals":{},"tcb2_ready":0,"tcb_editor_enabled":0,"tve_landing_page":"","_tve_header":"","_tve_footer":""},"categories":[1],"tags":[],"class_list":["post-283770","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Algorithmic Trading Research: What Was Left After All the Tests - UshopWell.com<\/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:\/\/ushopwell.com\/ublog\/algorithmic-trading-research-what-was-left-after-all-the-tests\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Algorithmic Trading Research: What Was Left After All the Tests - UshopWell.com\" \/>\n<meta property=\"og:description\" content=\"Dozens of hypotheses, each weeks of work; a handful survived. 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