{"id":255276,"date":"2026-09-04T12:03:34","date_gmt":"2026-09-04T16:03:34","guid":{"rendered":"https:\/\/ibkrcampus.com\/campus\/?p=255276"},"modified":"2026-09-08T08:38:42","modified_gmt":"2026-09-08T12:38:42","slug":"ibkr-quant-blog-highlights-august-2026","status":"publish","type":"post","link":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/ibkr-quant-blog-highlights-august-2026\/","title":{"rendered":"IBKR Quant Blog Highlights &#8211; August 2026"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">This month&#8217;s roundup covers a wide range of topics in quantitative trading, from factor research and Python tools to trading automation, as well as broader conversations about building an edge and scaling AUM.<\/p>\n\n\n\n<h2 id=\"h-alpha-generation-amp-factor-research\" class=\"wp-block-heading\">Alpha Generation &amp; Factor Research<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\" id=\"h-alpha-generation-amp-factor-research-core-theoretical-content-on-what-drives-returns-and-mispricing\">Core theoretical content on what drives returns and mispricing<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/two-accounting-anomalies-one-may-be-risk-the-other-is-mispricing\/\">Two Accounting Anomalies: One May Be Risk, the Other Is Mispricing<\/a> &#8211; Larry Swedroe, Alpha Architect blog, reviews a study by Stephen Penman and Julie Lei Zhu on accrual anomaly and post-earnings-announcement drift (PEAD), and shares key insights.<\/li>\n\n\n\n<li><a href=\"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/what-is-the-true-value-of-an-option\/\">What Is the True Value of an Option?<\/a> &#8211; ORATS discusses several option valuation methods, each offering different insights, with discrepancies among them signaling potential market shifts.<\/li>\n\n\n\n<li><a href=\"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/skewness-as-a-hidden-driver-of-anomaly-returns\/\">Skewness as a Hidden Driver of Anomaly Returns<\/a> &#8211; Larry Swedroe, Alpha Architect blog, examines research by Rui Gong, John Lynch, and Richard Ogden, who reveal that a large share of the performance driving well-known stock-market anomalies comes from just a handful of top-performing stocks.<\/li>\n<\/ul>\n\n\n\n<h2 id=\"h-python-infrastructure-and-automation\" class=\"wp-block-heading\">Python Infrastructure and Automation<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Tools and techniques for handling and processing financial data at scale<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/pandas-in-financial-market-data-analysis\/\">Pandas in Financial Market Data Analysis<\/a> &#8211; Jason from PyQuant News explains that Pandas is essential for financial market data analysis. It streamlines data cleaning, time series analysis, portfolio management, risk assessment, predictive modeling, and reporting, enabling analysts to make faster, data-driven decisions.<\/li>\n\n\n\n<li><a href=\"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/curated-ibkr-api-resources\/\">Curated IBKR API Resources<\/a> &#8211; This post compiles IBKR API learning resources, articles, and structured courses to help users build, automate, and improve trading systems with TWS, Client Portal API, Excel, Python, Pandas, R, and related tools.<\/li>\n\n\n\n<li><a href=\"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/5-common-ibridgepy-mistakes-and-how-to-fix-them\/\">5 Common IBridgePy Mistakes and How to Fix Them<\/a> &#8211; Dr. Liu outlines common IBridgePy mistakes and provides sample code with explanations on how to resolve them.<\/li>\n\n\n\n<li><a href=\"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/unleashing-polars-for-market-data-analysis\/\">Unleashing Polars for Market Data Analysis<\/a> &#8211; PyQuant News examines Polars, a fast, memory-efficient Python library built with Rust that helps financial analysts process large datasets and support applications like backtesting, risk analytics, and high-frequency trading analysis.<\/li>\n\n\n\n<li><a href=\"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/explores-the-potential-of-using-ibkr-api-to-automate-your-trading-strategies\/\">Explores the Potential of Using IBKR API to Automate Your Trading Strategies<\/a> &#8211; IBridgePy demonstrates how Interactive Brokers\u2019 API enables traders to automate strategies by accessing market data, executing orders programmatically, and managing accounts.<\/li>\n\n\n\n<li><a href=\"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/process-large-financial-datasets-with-pyspark-and-python\/\">Process Large Financial Datasets With PySpark And Python<\/a> &#8211; PyQuant News shows how PySpark processes large financial datasets, with practical examples of data loading, filtering, aggregation, result saving, and rolling statistics calculation.<\/li>\n<\/ul>\n\n\n\n<h2 id=\"h-industry-perspectives\" class=\"wp-block-heading\">Industry Perspectives<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Practitioner interviews and broader market commentary<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/algo-advantage-055-toby-crabel-short-term-futures-trading-with-size\/\">Algo Advantage 055 \u2013 Toby Crabel \u2013 Short-Term Futures Trading with Size!<\/a> &#8211; Algo Advantage&#8217;s Simon and guest Toby Crabel discuss how systematic trading success relies on thin, well-tested edges, strict risk controls, and continuous research.<\/li>\n\n\n\n<li><a href=\"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/ai-and-quant-insights-podcasts-and-webinars\/\">AI and Quant Insights: Podcasts and Webinars<\/a> &#8211; This article curates IBKR podcasts and webinars showing how AI, machine learning, APIs, backtesting, and automation can help quants, academics, and investors build smarter, rules-based trading strategies while staying informed on emerging investing technologies.<\/li>\n\n\n\n<li><a href=\"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/algo-advantage-054-kieran-duff-trading-for-a-living-is-easier-now\/\">Algo Advantage 054 \u2013 Kieran Duff \u2013 Trading for a Living is Easier Now<\/a> &#8211; Algo Advantage host Simon sits down with trader Kieran Duff to explore how he built a platform enabling traders to &#8220;trade their way&#8221; while attracting outside capital to grow assets under management (AUM).<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><br><\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>Already an Interactive Brokers Client?<\/strong><\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/ndcdyn.interactivebrokers.com\/mkt\/?src=quantASynchTWSAPIRTP&amp;url=%2Fsso%2Fresolver%3Faction%3DAccountSettings%26config%3DTradingPermissions\" target=\"_blank\" rel=\"noreferrer noopener\">Request Trading Permissions<\/a><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>New to Interactive Brokers?<\/strong><\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/ndcdyn.interactivebrokers.com\/mkt\/?src=quantASynchTWSAPIAcc&amp;url=%2FUniversal%2FApplication\" target=\"_blank\" rel=\"noreferrer noopener\">Open Account<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>This month\u2019s roundup covers a wide range of topics in quantitative trading, from factor research and Python tools to trading automation, as well as broader conversations about building an edge and scaling AUM.<\/p>\n","protected":false},"author":186,"featured_media":202079,"comment_status":"open","ping_status":"closed","sticky":true,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":"","jetpack_post_was_ever_published":false},"categories":[339,343,349,338,341,9563,342],"tags":[7257,19605,22122,4873,22120,575,852,22124,22123,1224,22002,20563,14083,22121,7256,14716,5987,21702,18053],"contributors-categories":[13576],"class_list":["post-255276","post","type-post","status-publish","format-standard","has-post-thumbnail","category-data-science","category-programing-languages","category-python-development","category-ibkr-quant-news","category-quant-development","category-options-quant","category-r-development","tag-algorithmic-trading","tag-alpha-generation","tag-anomaly-returns","tag-backtesting","tag-factor-research","tag-ibkr-api","tag-machine-learning","tag-mispricing","tag-options-valuation","tag-pandas","tag-pead","tag-polars","tag-pyspark","tag-python-trading","tag-quant-trading","tag-rust","tag-systematic-trading","tag-trading-automation","tag-trading-strategies","contributors-categories-interactive-brokers"],"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 v28.5) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>IBKR Quant Blog Highlights &#8211; August 2026 | IBKR Quant<\/title>\n<meta name=\"description\" content=\"This month\u2019s roundup covers a wide range of topics in quantitative trading, from factor research and Python tools to trading automation\" \/>\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.interactivebrokers.com\/campus\/wp-json\/wp\/v2\/posts\/255276\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"IBKR Quant Blog Highlights \u2013 August 2026\" \/>\n<meta property=\"og:description\" content=\"This month\u2019s roundup covers a wide range of topics in quantitative trading, from factor research and Python tools to trading automation, as well as broader conversations about building an edge and scaling AUM.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/ibkr-quant-blog-highlights-august-2026\/\" \/>\n<meta property=\"og:site_name\" content=\"IBKR Campus US\" \/>\n<meta property=\"article:published_time\" content=\"2026-09-04T16:03:34+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-09-08T12:38:42+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2024\/02\/digital-highlights-smart-phone.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1000\" \/>\n\t<meta property=\"og:image:height\" content=\"563\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Contributor Author\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Contributor Author\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\n\t    \"@context\": \"https:\\\/\\\/schema.org\",\n\t    \"@graph\": [\n\t        {\n\t            \"@type\": \"NewsArticle\",\n\t            \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/ibkr-quant-news\\\/ibkr-quant-blog-highlights-august-2026\\\/#article\",\n\t            \"isPartOf\": {\n\t                \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/ibkr-quant-news\\\/ibkr-quant-blog-highlights-august-2026\\\/\"\n\t            },\n\t            \"author\": {\n\t                \"name\": \"Contributor Author\",\n\t                \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/#\\\/schema\\\/person\\\/e823e46b42ca381080387e794318a485\"\n\t            },\n\t            \"headline\": \"IBKR Quant Blog Highlights &#8211; August 2026\",\n\t            \"datePublished\": \"2026-09-04T16:03:34+00:00\",\n\t            \"dateModified\": \"2026-09-08T12:38:42+00:00\",\n\t            \"mainEntityOfPage\": {\n\t                \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/ibkr-quant-news\\\/ibkr-quant-blog-highlights-august-2026\\\/\"\n\t            },\n\t            \"wordCount\": 531,\n\t            \"commentCount\": 0,\n\t            \"publisher\": {\n\t                \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/#organization\"\n\t            },\n\t            \"image\": {\n\t                \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/ibkr-quant-news\\\/ibkr-quant-blog-highlights-august-2026\\\/#primaryimage\"\n\t            },\n\t            \"thumbnailUrl\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2024\\\/02\\\/digital-highlights-smart-phone.jpg\",\n\t            \"keywords\": [\n\t                \"Algorithmic Trading\",\n\t                \"Alpha Generation\",\n\t                \"anomaly returns\",\n\t                \"backtesting\",\n\t                \"factor research\",\n\t                \"IBKR API\",\n\t                \"Machine Learning\",\n\t                \"mispricing\",\n\t                \"options valuation\",\n\t                \"Pandas\",\n\t                \"PEAD\",\n\t                \"Polars\",\n\t                \"PySpark\",\n\t                \"Python trading\",\n\t                \"Quant Trading\",\n\t                \"Rust\",\n\t                \"Systematic Trading\",\n\t                \"trading automation\",\n\t                \"Trading Strategies\"\n\t            ],\n\t            \"articleSection\": [\n\t                \"Data Science\",\n\t                \"Programming Languages\",\n\t                \"Python Development\",\n\t                \"Quant\",\n\t                \"Quant Development\",\n\t                \"Quant Options\",\n\t                \"R Development\"\n\t            ],\n\t            \"inLanguage\": \"en-US\",\n\t            \"potentialAction\": [\n\t                {\n\t                    \"@type\": \"CommentAction\",\n\t                    \"name\": \"Comment\",\n\t                    \"target\": [\n\t                        \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/ibkr-quant-news\\\/ibkr-quant-blog-highlights-august-2026\\\/#respond\"\n\t                    ]\n\t                }\n\t            ]\n\t        },\n\t        {\n\t            \"@type\": \"WebPage\",\n\t            \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/ibkr-quant-news\\\/ibkr-quant-blog-highlights-august-2026\\\/\",\n\t            \"url\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/ibkr-quant-news\\\/ibkr-quant-blog-highlights-august-2026\\\/\",\n\t            \"name\": \"IBKR Quant Blog Highlights - August 2026 | IBKR Campus US\",\n\t            \"isPartOf\": {\n\t                \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/#website\"\n\t            },\n\t            \"primaryImageOfPage\": {\n\t                \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/ibkr-quant-news\\\/ibkr-quant-blog-highlights-august-2026\\\/#primaryimage\"\n\t            },\n\t            \"image\": {\n\t                \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/ibkr-quant-news\\\/ibkr-quant-blog-highlights-august-2026\\\/#primaryimage\"\n\t            },\n\t            \"thumbnailUrl\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2024\\\/02\\\/digital-highlights-smart-phone.jpg\",\n\t            \"datePublished\": \"2026-09-04T16:03:34+00:00\",\n\t            \"dateModified\": \"2026-09-08T12:38:42+00:00\",\n\t            \"description\": \"This month\u2019s roundup covers a wide range of topics in quantitative trading, from factor research and Python tools to trading automation\",\n\t            \"inLanguage\": \"en-US\",\n\t            \"potentialAction\": [\n\t                {\n\t                    \"@type\": \"ReadAction\",\n\t                    \"target\": [\n\t                        \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/ibkr-quant-news\\\/ibkr-quant-blog-highlights-august-2026\\\/\"\n\t                    ]\n\t                }\n\t            ]\n\t        },\n\t        {\n\t            \"@type\": \"ImageObject\",\n\t            \"inLanguage\": \"en-US\",\n\t            \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/ibkr-quant-news\\\/ibkr-quant-blog-highlights-august-2026\\\/#primaryimage\",\n\t            \"url\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2024\\\/02\\\/digital-highlights-smart-phone.jpg\",\n\t            \"contentUrl\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2024\\\/02\\\/digital-highlights-smart-phone.jpg\",\n\t            \"width\": 1000,\n\t            \"height\": 563,\n\t            \"caption\": \"Quant\"\n\t        },\n\t        {\n\t            \"@type\": \"WebSite\",\n\t            \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/#website\",\n\t            \"url\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/\",\n\t            \"name\": \"IBKR Campus US\",\n\t            \"description\": \"Financial Education from Interactive Brokers\",\n\t            \"publisher\": {\n\t                \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/#organization\"\n\t            },\n\t            \"potentialAction\": [\n\t                {\n\t                    \"@type\": \"SearchAction\",\n\t                    \"target\": {\n\t                        \"@type\": \"EntryPoint\",\n\t                        \"urlTemplate\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/?s={search_term_string}\"\n\t                    },\n\t                    \"query-input\": {\n\t                        \"@type\": \"PropertyValueSpecification\",\n\t                        \"valueRequired\": true,\n\t                        \"valueName\": \"search_term_string\"\n\t                    }\n\t                }\n\t            ],\n\t            \"inLanguage\": \"en-US\"\n\t        },\n\t        {\n\t            \"@type\": \"Organization\",\n\t            \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/#organization\",\n\t            \"name\": \"Interactive Brokers\",\n\t            \"alternateName\": \"IBKR\",\n\t            \"url\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/\",\n\t            \"logo\": {\n\t                \"@type\": \"ImageObject\",\n\t                \"inLanguage\": \"en-US\",\n\t                \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/#\\\/schema\\\/logo\\\/image\\\/\",\n\t                \"url\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2024\\\/05\\\/ibkr-campus-logo.jpg\",\n\t                \"contentUrl\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2024\\\/05\\\/ibkr-campus-logo.jpg\",\n\t                \"width\": 669,\n\t                \"height\": 669,\n\t                \"caption\": \"Interactive Brokers\"\n\t            },\n\t            \"image\": {\n\t                \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/#\\\/schema\\\/logo\\\/image\\\/\"\n\t            },\n\t            \"publishingPrinciples\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/about-ibkr-campus\\\/\",\n\t            \"ethicsPolicy\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/cyber-security-notice\\\/\"\n\t        },\n\t        {\n\t            \"@type\": \"Person\",\n\t            \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/#\\\/schema\\\/person\\\/e823e46b42ca381080387e794318a485\",\n\t            \"name\": \"Contributor Author\",\n\t            \"url\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/author\\\/contributor-author\\\/\"\n\t        }\n\t    ]\n\t}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"IBKR Quant Blog Highlights &#8211; August 2026 | IBKR Quant","description":"This month\u2019s roundup covers a wide range of topics in quantitative trading, from factor research and Python tools to trading automation","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.interactivebrokers.com\/campus\/wp-json\/wp\/v2\/posts\/255276\/","og_locale":"en_US","og_type":"article","og_title":"IBKR Quant Blog Highlights \u2013 August 2026","og_description":"This month\u2019s roundup covers a wide range of topics in quantitative trading, from factor research and Python tools to trading automation, as well as broader conversations about building an edge and scaling AUM.","og_url":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/ibkr-quant-blog-highlights-august-2026\/","og_site_name":"IBKR Campus US","article_published_time":"2026-09-04T16:03:34+00:00","article_modified_time":"2026-09-08T12:38:42+00:00","og_image":[{"width":1000,"height":563,"url":"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2024\/02\/digital-highlights-smart-phone.jpg","type":"image\/jpeg"}],"author":"Contributor Author","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Contributor Author","Est. reading time":"3 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"NewsArticle","@id":"https:\/\/ibkrcampus.com\/campus\/ibkr-quant-news\/ibkr-quant-blog-highlights-august-2026\/#article","isPartOf":{"@id":"https:\/\/ibkrcampus.com\/campus\/ibkr-quant-news\/ibkr-quant-blog-highlights-august-2026\/"},"author":{"name":"Contributor Author","@id":"https:\/\/ibkrcampus.com\/campus\/#\/schema\/person\/e823e46b42ca381080387e794318a485"},"headline":"IBKR Quant Blog Highlights &#8211; August 2026","datePublished":"2026-09-04T16:03:34+00:00","dateModified":"2026-09-08T12:38:42+00:00","mainEntityOfPage":{"@id":"https:\/\/ibkrcampus.com\/campus\/ibkr-quant-news\/ibkr-quant-blog-highlights-august-2026\/"},"wordCount":531,"commentCount":0,"publisher":{"@id":"https:\/\/ibkrcampus.com\/campus\/#organization"},"image":{"@id":"https:\/\/ibkrcampus.com\/campus\/ibkr-quant-news\/ibkr-quant-blog-highlights-august-2026\/#primaryimage"},"thumbnailUrl":"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2024\/02\/digital-highlights-smart-phone.jpg","keywords":["Algorithmic Trading","Alpha Generation","anomaly returns","backtesting","factor research","IBKR API","Machine Learning","mispricing","options valuation","Pandas","PEAD","Polars","PySpark","Python trading","Quant Trading","Rust","Systematic Trading","trading automation","Trading Strategies"],"articleSection":["Data Science","Programming Languages","Python Development","Quant","Quant Development","Quant Options","R Development"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/ibkrcampus.com\/campus\/ibkr-quant-news\/ibkr-quant-blog-highlights-august-2026\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/ibkrcampus.com\/campus\/ibkr-quant-news\/ibkr-quant-blog-highlights-august-2026\/","url":"https:\/\/ibkrcampus.com\/campus\/ibkr-quant-news\/ibkr-quant-blog-highlights-august-2026\/","name":"IBKR Quant Blog Highlights - August 2026 | IBKR Campus US","isPartOf":{"@id":"https:\/\/ibkrcampus.com\/campus\/#website"},"primaryImageOfPage":{"@id":"https:\/\/ibkrcampus.com\/campus\/ibkr-quant-news\/ibkr-quant-blog-highlights-august-2026\/#primaryimage"},"image":{"@id":"https:\/\/ibkrcampus.com\/campus\/ibkr-quant-news\/ibkr-quant-blog-highlights-august-2026\/#primaryimage"},"thumbnailUrl":"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2024\/02\/digital-highlights-smart-phone.jpg","datePublished":"2026-09-04T16:03:34+00:00","dateModified":"2026-09-08T12:38:42+00:00","description":"This month\u2019s roundup covers a wide range of topics in quantitative trading, from factor research and Python tools to trading automation","inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/ibkrcampus.com\/campus\/ibkr-quant-news\/ibkr-quant-blog-highlights-august-2026\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/ibkrcampus.com\/campus\/ibkr-quant-news\/ibkr-quant-blog-highlights-august-2026\/#primaryimage","url":"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2024\/02\/digital-highlights-smart-phone.jpg","contentUrl":"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2024\/02\/digital-highlights-smart-phone.jpg","width":1000,"height":563,"caption":"Quant"},{"@type":"WebSite","@id":"https:\/\/ibkrcampus.com\/campus\/#website","url":"https:\/\/ibkrcampus.com\/campus\/","name":"IBKR Campus US","description":"Financial Education from Interactive Brokers","publisher":{"@id":"https:\/\/ibkrcampus.com\/campus\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/ibkrcampus.com\/campus\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/ibkrcampus.com\/campus\/#organization","name":"Interactive Brokers","alternateName":"IBKR","url":"https:\/\/ibkrcampus.com\/campus\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/ibkrcampus.com\/campus\/#\/schema\/logo\/image\/","url":"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2024\/05\/ibkr-campus-logo.jpg","contentUrl":"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2024\/05\/ibkr-campus-logo.jpg","width":669,"height":669,"caption":"Interactive Brokers"},"image":{"@id":"https:\/\/ibkrcampus.com\/campus\/#\/schema\/logo\/image\/"},"publishingPrinciples":"https:\/\/www.interactivebrokers.com\/campus\/about-ibkr-campus\/","ethicsPolicy":"https:\/\/www.interactivebrokers.com\/campus\/cyber-security-notice\/"},{"@type":"Person","@id":"https:\/\/ibkrcampus.com\/campus\/#\/schema\/person\/e823e46b42ca381080387e794318a485","name":"Contributor Author","url":"https:\/\/www.interactivebrokers.com\/campus\/author\/contributor-author\/"}]}},"jetpack_featured_media_url":"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2024\/02\/digital-highlights-smart-phone.jpg","_links":{"self":[{"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/posts\/255276","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/users\/186"}],"replies":[{"embeddable":true,"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/comments?post=255276"}],"version-history":[{"count":103,"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/posts\/255276\/revisions"}],"predecessor-version":[{"id":255616,"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/posts\/255276\/revisions\/255616"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/media\/202079"}],"wp:attachment":[{"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/media?parent=255276"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/categories?post=255276"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/tags?post=255276"},{"taxonomy":"contributors-categories","embeddable":true,"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/contributors-categories?post=255276"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}