{"id":251776,"date":"2026-07-31T18:00:17","date_gmt":"2026-07-31T22:00:17","guid":{"rendered":"https:\/\/ibkrcampus.com\/campus\/?p=251776"},"modified":"2026-07-31T18:14:32","modified_gmt":"2026-07-31T22:14:32","slug":"ibkr-quant-blog-highlights-july-2026","status":"publish","type":"post","link":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/ibkr-quant-blog-highlights-july-2026\/","title":{"rendered":"IBKR Quant Blog Highlights \u2013 July 2026"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Explore the latest insights in AI-driven investing, quantitative finance, algorithmic trading, and machine learning, with practical perspectives on how technology is reshaping modern market research and trading workflows.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>AI Meets Your Brokerage Account<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/our-ai-journey-why-interactive-brokers-ai-integrations-are-essential-to-start-with\/\">Our AI Journey: Getting Started With Third-Party AI Integrations On Interactive Brokers<\/a> &#8211; Visual Sectors shows that independent, third-party AI tools work best as a reasoning and communication layer on top of structured workflows, deterministic calculations, and human-reviewed decisions, rather than as a source of financial advice.<\/li>\n\n\n\n<li><a href=\"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/an-ai-options-research-workflow-with-the-ibkr-ai-integration\/\">An AI Options Research Workflow with the IBKR AI Integration<\/a> &#8211; Tyler Cheves, ORATS outlines how independent, third-party AI tools such as Claude, ChatGPT, or Grok can be used to support options research in plain language, while final trade approval remains fully in human hands.<\/li>\n\n\n\n<li><a href=\"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/unlocking-portfolio-aware-intelligence-how-artificial-intelligence-and-ibkr-are-transforming-modern-investing\/\">Unlocking Portfolio-Aware Intelligence: How Artificial Intelligence And IBKR Are Transforming Modern Investing<\/a> &#8211; Roberto Delgado Castro discusses how AI is reshaping modern investing by helping investors process large volumes of market data, identify risks, and compare strategies. It highlights how independent, third-party AI tools can serve as a portfolio-aware layer that supports analysis, for informational purposes only, while keeping investors fully in control of any trade decisions.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Programming &amp; Quantitative Foundations<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/decoding-active-portfolio-returns-for-investment-success\/\">Decoding Active Portfolio Returns for Investment Success<\/a> &#8211; PyQuant News unpacks how active portfolio returns measure how much a managed portfolio outperforms or underperforms its benchmark, helping investors evaluate a portfolio manager&#8217;s skill, risk management, and strategy effectiveness.<\/li>\n\n\n\n<li><a href=\"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/r-the-hodrick-prescott-filter-or-hp-filter\/\">R: The Hodrick-Prescott Filter or HP Filter<\/a> &#8211; Sang-Heon Lee, SHLee AI Financial Model, demonstrates how to apply the Hodrick-Prescott filter in R using the <strong>hpfilter<\/strong> library to decompose a time series into trend and cyclical components.<\/li>\n\n\n\n<li><a href=\"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/mastering-python-modules-and-packages\/\">Mastering Python Modules and Packages<\/a> &#8211; PyQuant News breaks down how Python modules and packages help developers organize code into reusable, maintainable components, covering how to create, import, document, and distribute them along with best practices and tools for deeper learning.<\/li>\n\n\n\n<li><a href=\"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/master-python-data-types-integers-floats-strings-booleans\/\">Master Python Data Types: Integers, Floats, Strings, Booleans<\/a> &#8211; PyQuant News explains Python&#8217;s core data types &#8211; integers, floats, strings, and booleans &#8211; covering their definitions, operations, and real-world uses, along with practical tips like type conversion and error handling to help programmers write cleaner, more reliable code.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Algorithmic Trading &amp; Strategy Development<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/algo-advantage-036-kevin-davey-part-i-its-all-about-process-in-algo-trading\/\">Algo Advantage 036 \u2013 Kevin Davey Part I \u2013 It&#8217;s All About Process in Algo Trading<\/a> &#8211; In this guest episode, Simon speaks with Kevin Davey, who explains that success in algorithmic trading comes less from finding a perfect strategy and more from discipline, ongoing refinement, diversification, and strict risk management.<\/li>\n\n\n\n<li><a href=\"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/algorithmic-trading-using-python\/\">Algorithmic Trading Using Python<\/a> &#8211; IBridgePy explains that Python&#8217;s open-source nature, ease of learning, and strong libraries make it well-suited for algorithmic trading, and that getting started requires learning Python fundamentals, trading concepts, key libraries like Pandas, NumPy, and Backtrader, and thorough backtesting before going live.<\/li>\n\n\n\n<li><a href=\"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/algo-advantage-052-martyn-tinsley-beyond-the-backtest\/\">Algo Advantage 052 \u2013 Martyn Tinsley \u2013 Beyond the BackTest<\/a> &#8211; In this episode, host Simon and guest Martyn Tinsley explore how building a robust trading strategy takes more than a solid backtest, emphasizing the need for disciplined testing, reliable data, and seasoned judgment.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Machine Learning in Finance<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/differential-machine-learning-with-twin-networks-in-r-forecasting-bitcoin-with-volatility-proxies\/\">Differential Machine Learning with Twin Networks in R: Forecasting Bitcoin with Volatility Proxies<\/a> &#8211; Selcuk Disci, DataGeeek, explores a possible approach to adapting Differential Machine Learning in R for Bitcoin price forecasting &#8211; using volatility indicators as a proxy for derivatives, twin Keras networks and a stacking ensemble as a potential way to improve accuracy and generate confidence intervals.<\/li>\n\n\n\n<li><a href=\"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/a-poor-persons-transformer\/\">A Poor Person&#8217;s Transformer<\/a> &#8211; Dr. Ernest P. Chan, Hamlet Medina, Johann Abraham, Uttej Mannava, PredictNow.ai blog, introduce a simplified &#8220;poor person&#8217;s transformer&#8221; that uses self-attention on financial time-series data for sample-dependent feature importance and return forecasting, noting limitations with heterogeneous features.<\/li>\n\n\n\n<li><a href=\"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/auditing-llm-trading-bridging-theory-and-market-reality-with-the-gt-table-in-r\/\">Auditing LLM Trading: Bridging Theory and Market Reality with the GT table in R<\/a> &#8211; Selcuk Disci, DataGeeek, examines how LLM-based multi-agent trading systems can look effective in simulations but fail in real markets due to overlooked execution timing, slippage, and liquidity constraints, and presents an R-based audit framework using tidyquant, dplyr, purrr, and gt to show how cognitive latency and transaction costs degrade theoretical alpha and expose unrealistic backtesting assumptions.<\/li>\n<\/ul>\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=quantAIPostRTP&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=quantAIPostAcc&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>Explore the latest insights in AI-driven investing, quantitative finance, algorithmic trading, and machine learning, with practical perspectives on how technology is reshaping modern market research and trading 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