{"id":218469,"date":"2025-02-24T10:38:27","date_gmt":"2025-02-24T15:38:27","guid":{"rendered":"https:\/\/ibkrcampus.com\/campus\/?p=218469"},"modified":"2025-02-24T10:38:25","modified_gmt":"2025-02-24T15:38:25","slug":"february-2025-highlights-from-the-ibkr-quant-blog","status":"publish","type":"post","link":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/february-2025-highlights-from-the-ibkr-quant-blog\/","title":{"rendered":"February 2025 Highlights from the IBKR Quant Blog"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Explore these valuable resources on algorithmic trading!<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>General Trends in Quantitative Finance<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/what-can-we-learn-about-investors-by-simulating-stock-markets\/\">What Can We Learn about Investors by Simulating Stock Markets?<\/a> &#8211; Dr. Sandra Andraszewicz from ETH Zurich presents key findings from the ETH Zurich Trading Simulator (ZTS), a powerful tool designed to replicate the fast-paced environment of trading financial assets. The research covers several important topics, such as the effects of Social Trading Platforms, the application of physiological signals as indicators of financial success, and the complicated influence of overconfidence and incentives on trading behavior.<\/li>\n\n\n\n<li><a href=\"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/a-navy-seal-says-making-better-decisions-is-simple\/\">A Navy SEAL Says Making Better Decisions Is SIMPLE.<\/a> &#8211; Andrew Sridhar, a guest contributor on the Alpha Architect blog and a former Navy SEAL, outlines a process based on the principle that good decisions result from a good process. The goal is to enhance the quality of decisions made by individuals and teams, improving overall effectiveness.<\/li>\n\n\n\n<li><a href=\"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/expected-shortfall-es\/\">Expected Shortfall (ES)<\/a> &#8211; Tostne Kutalia, QuantInsti blog, describes Expected Shortfall (ES), which is a concept that helps us understand the potential losses that could exceed the Value at Risk (VaR). The author demonstrates the steps for computing ES. <\/li>\n\n\n\n<li><a href=\"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/how-to-build-llm-agents-with-magentic\/\">How to Build LLM Agents with Magentic<\/a> &#8211; Igor Radovanovic, AlgoTrading101, discusses Magentic, a framework that can integrate Large Language Models (LLMs) into Python code. One benefit is that it is a free, actively maintained open-source package that supports parallel function calling.<\/li>\n\n\n\n<li><a href=\"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/nonfarm-payrolls-january-2025\/\">Nonfarm Payrolls January 2025<\/a> &#8211; Will Klinke, Total Wealth Partners, examines the January 2025 Nonfarm Payrolls.<\/li>\n\n\n\n<li><a href=\"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/is-it-time-to-ditch-international-stocks\/\">Is It Time to Ditch International Stocks?<\/a> &#8211; Jose Ordonez, Alpha Architect, discusses the merits of investing solely in the US compared to global markets and whether geographic diversification is advantageous.<\/li>\n\n\n\n<li><a href=\"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/exiting-your-trades-what-works-best\/\">Exiting Your Trades \u2013 What Works Best?<\/a> &#8211; Dave Mabe explores various trade exit strategies.<\/li>\n\n\n\n<li><a href=\"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/relax-and-trust-the-market-gods\/\">Relax and Trust the Market Gods<\/a> &#8211; Kris Longmore from Robot Wealth highlights that systematic trading involves sticking to a plan.<br><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Python and R Use Cases: Specific Examples<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/concurrency-in-the-tws-api\/\">Concurrency in the TWS API<\/a> &#8211; Discover the fundamental concept of concurrency with this IBKR API tutorial! Learn how to use Python to get account values, market data, and submit trades simultaneously.<\/li>\n\n\n\n<li><a href=\"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/automating-financial-strategies-with-python-bots\/\">Automating Financial Strategies with Python Bots<\/a> &#8211; PyQuant News discusses why Python is the preferred language for developing trading bots. This article illustrates how to set up your environment, develop the strategy, and backtest it.<\/li>\n\n\n\n<li><a href=\"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/file-handling-in-python-a-comprehensive-guide\/\">File Handling in Python: A Comprehensive Guide<\/a> &#8211; PyQuant News provides practical examples highlighting the significance of file handling in Python, such as reading an entire file, reading line by line, and writing to files.<\/li>\n\n\n\n<li><a href=\"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/r-code-snippet-transform-from-long-format-to-wide-format\/\">R Code Snippet: Transform from Long Format to Wide Format<\/a> &#8211; Sang-Heon Lee from SHLee AI Financial Model provides R code to read sample data and transform it from long to wide format and vice versa.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">In addition, be sure to visit the <a href=\"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news-upcoming-quant-conferences\/\">community events<\/a> page for details on the Open Source Quantitative Finance (formerly R\/Finance) Conference, useR! &#8211; International R User Conference and posit::conf(2025).<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Explore these valuable resources on algorithmic trading!<\/p>\n","protected":false},"author":186,"featured_media":202079,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":true,"footnotes":"","jetpack_post_was_ever_published":false},"categories":[339,340,343,349,338,341],"tags":[851,18544,18542,18543,575,17952,18486,5900,595,487,18541,18538],"contributors-categories":[13576],"class_list":["post-218469","post","type-post","status-publish","format-standard","has-post-thumbnail","category-data-science","category-api-development","category-programing-languages","category-python-development","category-ibkr-quant-news","category-quant-development","tag-algo-trading","tag-concurrency-in-the-tws-api","tag-eth-zurich-trading-simulator-zts","tag-expected-shortfall-es","tag-ibkr-api","tag-large-language-models-llms","tag-magentic","tag-open-source","tag-python","tag-r","tag-simulating-stock-markets","tag-the-simple-framework","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 v28.0) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>February 2025 Highlights from the IBKR Quant Blog<\/title>\n<meta name=\"description\" content=\"Explore these valuable resources on algorithmic trading!\" \/>\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\/218469\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"February 2025 Highlights from the IBKR Quant Blog\" \/>\n<meta property=\"og:description\" content=\"Explore these valuable resources on algorithmic trading!\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/february-2025-highlights-from-the-ibkr-quant-blog\/\" \/>\n<meta property=\"og:site_name\" content=\"IBKR Campus US\" \/>\n<meta property=\"article:published_time\" content=\"2025-02-24T15:38:27+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\\\/february-2025-highlights-from-the-ibkr-quant-blog\\\/#article\",\n\t            \"isPartOf\": {\n\t                \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/ibkr-quant-news\\\/february-2025-highlights-from-the-ibkr-quant-blog\\\/\"\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\": \"February 2025 Highlights from the IBKR Quant Blog\",\n\t            \"datePublished\": \"2025-02-24T15:38:27+00:00\",\n\t            \"mainEntityOfPage\": {\n\t                \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/ibkr-quant-news\\\/february-2025-highlights-from-the-ibkr-quant-blog\\\/\"\n\t            },\n\t            \"wordCount\": 488,\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\\\/february-2025-highlights-from-the-ibkr-quant-blog\\\/#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                \"Algo Trading\",\n\t                \"Concurrency in the TWS API\",\n\t                \"ETH Zurich Trading Simulator (ZTS)\",\n\t                \"Expected Shortfall (ES)\",\n\t                \"IBKR API\",\n\t                \"Large Language Models (LLMs)\",\n\t                \"Magentic\",\n\t                \"Open Source\",\n\t                \"Python\",\n\t                \"R\",\n\t                \"Simulating Stock Markets\",\n\t                \"The SIMPLE Framework\"\n\t            ],\n\t            \"articleSection\": [\n\t                \"Data Science\",\n\t                \"IBKR API Development\",\n\t                \"Programming Languages\",\n\t                \"Python Development\",\n\t                \"Quant\",\n\t                \"Quant 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\\\/february-2025-highlights-from-the-ibkr-quant-blog\\\/#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\\\/february-2025-highlights-from-the-ibkr-quant-blog\\\/\",\n\t            \"url\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/ibkr-quant-news\\\/february-2025-highlights-from-the-ibkr-quant-blog\\\/\",\n\t            \"name\": \"February 2025 Highlights from the IBKR Quant Blog | 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\\\/february-2025-highlights-from-the-ibkr-quant-blog\\\/#primaryimage\"\n\t            },\n\t            \"image\": {\n\t                \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/ibkr-quant-news\\\/february-2025-highlights-from-the-ibkr-quant-blog\\\/#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\": \"2025-02-24T15:38:27+00:00\",\n\t            \"description\": \"Explore these valuable resources on algorithmic trading!\",\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\\\/february-2025-highlights-from-the-ibkr-quant-blog\\\/\"\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\\\/february-2025-highlights-from-the-ibkr-quant-blog\\\/#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":"February 2025 Highlights from the IBKR Quant Blog","description":"Explore these valuable resources on algorithmic trading!","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\/218469\/","og_locale":"en_US","og_type":"article","og_title":"February 2025 Highlights from the IBKR Quant Blog","og_description":"Explore these valuable resources on algorithmic trading!","og_url":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/february-2025-highlights-from-the-ibkr-quant-blog\/","og_site_name":"IBKR Campus US","article_published_time":"2025-02-24T15:38:27+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\/february-2025-highlights-from-the-ibkr-quant-blog\/#article","isPartOf":{"@id":"https:\/\/ibkrcampus.com\/campus\/ibkr-quant-news\/february-2025-highlights-from-the-ibkr-quant-blog\/"},"author":{"name":"Contributor Author","@id":"https:\/\/ibkrcampus.com\/campus\/#\/schema\/person\/e823e46b42ca381080387e794318a485"},"headline":"February 2025 Highlights from the IBKR Quant Blog","datePublished":"2025-02-24T15:38:27+00:00","mainEntityOfPage":{"@id":"https:\/\/ibkrcampus.com\/campus\/ibkr-quant-news\/february-2025-highlights-from-the-ibkr-quant-blog\/"},"wordCount":488,"commentCount":0,"publisher":{"@id":"https:\/\/ibkrcampus.com\/campus\/#organization"},"image":{"@id":"https:\/\/ibkrcampus.com\/campus\/ibkr-quant-news\/february-2025-highlights-from-the-ibkr-quant-blog\/#primaryimage"},"thumbnailUrl":"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2024\/02\/digital-highlights-smart-phone.jpg","keywords":["Algo Trading","Concurrency in the TWS API","ETH Zurich Trading Simulator (ZTS)","Expected Shortfall (ES)","IBKR API","Large Language Models (LLMs)","Magentic","Open Source","Python","R","Simulating Stock Markets","The SIMPLE Framework"],"articleSection":["Data Science","IBKR API Development","Programming Languages","Python Development","Quant","Quant Development"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/ibkrcampus.com\/campus\/ibkr-quant-news\/february-2025-highlights-from-the-ibkr-quant-blog\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/ibkrcampus.com\/campus\/ibkr-quant-news\/february-2025-highlights-from-the-ibkr-quant-blog\/","url":"https:\/\/ibkrcampus.com\/campus\/ibkr-quant-news\/february-2025-highlights-from-the-ibkr-quant-blog\/","name":"February 2025 Highlights from the IBKR Quant Blog | IBKR Campus US","isPartOf":{"@id":"https:\/\/ibkrcampus.com\/campus\/#website"},"primaryImageOfPage":{"@id":"https:\/\/ibkrcampus.com\/campus\/ibkr-quant-news\/february-2025-highlights-from-the-ibkr-quant-blog\/#primaryimage"},"image":{"@id":"https:\/\/ibkrcampus.com\/campus\/ibkr-quant-news\/february-2025-highlights-from-the-ibkr-quant-blog\/#primaryimage"},"thumbnailUrl":"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2024\/02\/digital-highlights-smart-phone.jpg","datePublished":"2025-02-24T15:38:27+00:00","description":"Explore these valuable resources on algorithmic trading!","inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/ibkrcampus.com\/campus\/ibkr-quant-news\/february-2025-highlights-from-the-ibkr-quant-blog\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/ibkrcampus.com\/campus\/ibkr-quant-news\/february-2025-highlights-from-the-ibkr-quant-blog\/#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\/218469","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=218469"}],"version-history":[{"count":0,"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/posts\/218469\/revisions"}],"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=218469"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/categories?post=218469"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/tags?post=218469"},{"taxonomy":"contributors-categories","embeddable":true,"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/contributors-categories?post=218469"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}