{"id":237493,"date":"2026-01-16T12:05:24","date_gmt":"2026-01-16T17:05:24","guid":{"rendered":"https:\/\/ibkrcampus.com\/campus\/?p=237493"},"modified":"2026-01-20T09:43:08","modified_gmt":"2026-01-20T14:43:08","slug":"want-to-know-the-steps-involved-in-ibkr-api-integration","status":"publish","type":"post","link":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/want-to-know-the-steps-involved-in-ibkr-api-integration\/","title":{"rendered":"Want to Know the Steps Involved in IBKR API Integration?"},"content":{"rendered":"\n

The article “Want to Know the Steps Involved in IBKR API Integration?” was originally published on IBridgePy<\/a> blog.<\/em><\/p>\n\n\n\n

IBKR API<\/a><\/strong> is a tool that allows traders and developers to connect with the Interactive Brokers trading platform. It enables automation, access to market data, and execution of trades through custom applications. It supports various programming languages and offers flexibility for building trading solutions.<\/p>\n\n\n\n

Python language is integrated with  IBKR API.<\/p>\n\n\n\n

Steps involved in IBKR API:<\/p>\n\n\n\n

Step 1: Understand the Basics of IBKR API<\/p>\n\n\n\n

Before diving into integration, it\u2019s crucial to familiarize yourself with the basics of IBKR API. Spend some time exploring the official documentation provided by Interactive Brokers. This documentation provides detailed information about the functionalities, endpoints, and available programming languages for IBKR API. Gain an understanding of how the API works and its potential applications in your trading endeavors.<\/p>\n\n\n\n

Step 2: Set Up Your Interactive Brokers Account<\/p>\n\n\n\n

To start using this, you need an active Interactive Brokers account. If you don\u2019t have one already, visit the Interactive Brokers website and follow the account opening process. Ensure that your account is funded and ready for trading activities. Keep in mind that certain features or API functionalities might require specific account types or additional permissions, so review the account requirements accordingly.<\/p>\n\n\n\n

Step 3: Choose a Programming Language<\/p>\n\n\n\n

IBKR API supports various programming languages, including Python, Java, C++, and more. Select a programming language that you are comfortable with or have experience in. Choosing a familiar language will expedite the integration process and allow you to focus on implementing your trading logic rather than struggling with new syntax or concepts.<\/p>\n\n\n\n

Step 4: Access the IBKR API Documentation and Libraries<\/p>\n\n\n\n

Interactive Brokers provides comprehensive documentation and libraries to assist developers in integrating IBKR API into their applications. These resources include sample code, tutorials, and guidelines on how to use different functionalities of the API. Access the documentation and relevant libraries for your chosen programming language. Familiarize yourself with the provided code samples to gain insights into best practices and usage patterns.<\/p>\n\n\n\n

Step 5: Set Up Your Development Environment<\/p>\n\n\n\n

To begin coding, you need to set up your development environment. Install the necessary programming tools, such as an Integrated Development Environment (IDE) or code editor. Configure the required libraries and dependencies for IBKR API integration. Ensure that your environment is properly configured to communicate with the Interactive Brokers trading platform.<\/p>\n\n\n\n

Step 6: Start Building and Testing<\/p>\n\n\n\n

Now it\u2019s time to dive into coding. Begin by writing simple scripts to establish a connection with the IBKR API. Experiment with retrieving market data, placing test orders, or accessing account information. As you gain familiarity with the API, gradually incorporate more complex functionalities into your code. Take advantage of the provided libraries and code samples to accelerate your development process.<\/p>\n\n\n\n

Step 7: Test and Debug<\/p>\n\n\n\n

Thorough testing and debugging are crucial to ensure the reliability and functionality of your integration. Create test cases that cover different scenarios, including various market conditions and order types. Monitor the API responses and verify that the expected results are obtained. Pay attention to error handling and exception cases to ensure robustness in your application.<\/p>\n\n\n\n

Step 8: Deploy and Iterate<\/p>\n\n\n\n

Once you are satisfied with the functionality and stability of your IBKR API integration, it\u2019s time to deploy your application. Implement appropriate security measures, such as secure API key management and encryption of sensitive data. Monitor the performance of your integration and gather user feedback. Continuously iterate and enhance your application based on user requirements and market trends.<\/p>\n\n\n\n

Start your IBKR API<\/a> integration journey today and harness the power to automate trading strategies and create custom applications. Follow the step-by-step guide: set up your account, choose a programming language, access the documentation, build and test diligently, deploy, and iterate based on feedback. Don\u2019t miss out on the incredible opportunities IBKR API provides. Begin now and revolutionize your trading experience.<\/p>\n\n\n\n

The author of this article is not affiliated with Interactive Brokers. This software is in no way affiliated, endorsed, or approved by Interactive Brokers or any of its affiliates. It comes with absolutely no warranty and should not be used in actual trading unless the user can read and understand the source. The IBKR API team does not support this software<\/em>.<\/p>\n","protected":false},"excerpt":{"rendered":"

IBKR API supports various programming languages, including Python, Java, C++, and more.<\/p>\n","protected":false},"author":1293,"featured_media":197318,"comment_status":"open","ping_status":"closed","sticky":true,"template":"","format":"standard","meta":{"_acf_changed":true,"footnotes":""},"categories":[346,339,347,343,349,338,341],"tags":[851,854,575,14687,596,595],"contributors-categories":[16524],"class_list":{"0":"post-237493","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-c-plusplus-development","8":"category-data-science","9":"category-java-development","10":"category-programing-languages","11":"category-python-development","12":"category-ibkr-quant-news","13":"category-quant-development","14":"tag-algo-trading","15":"tag-cplusplus","16":"tag-ibkr-api","17":"tag-ibridgepy","18":"tag-java","19":"tag-python","20":"contributors-categories-ibridgepy"},"pp_statuses_selecting_workflow":false,"pp_workflow_action":"current","pp_status_selection":"publish","acf":[],"yoast_head":"\nWant to Know the Steps Involved in IBKR API Integration?<\/title>\n<meta name=\"description\" content=\"IBKR API supports various programming languages, including Python, Java, C++, and more.\" \/>\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\/237493\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Want to Know the Steps Involved in IBKR API Integration?\" \/>\n<meta property=\"og:description\" content=\"IBKR API supports various programming languages, including Python, Java, C++, and more.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/want-to-know-the-steps-involved-in-ibkr-api-integration\/\" \/>\n<meta property=\"og:site_name\" content=\"IBKR Campus US\" \/>\n<meta property=\"article:published_time\" content=\"2026-01-16T17:05:24+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-01-20T14:43:08+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2023\/10\/api-tech.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=\"Dr. Hui Liu\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Dr. Hui Liu\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 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\\\/want-to-know-the-steps-involved-in-ibkr-api-integration\\\/#article\",\n\t \"isPartOf\": {\n\t \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/ibkr-quant-news\\\/want-to-know-the-steps-involved-in-ibkr-api-integration\\\/\"\n\t },\n\t \"author\": {\n\t \"name\": \"Dr. Hui Liu\",\n\t \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/#\\\/schema\\\/person\\\/30c41b6ab002df1b3fc557e3ec39fdf1\"\n\t },\n\t \"headline\": \"Want to Know the Steps Involved in IBKR API Integration?\",\n\t \"datePublished\": \"2026-01-16T17:05:24+00:00\",\n\t \"dateModified\": \"2026-01-20T14:43:08+00:00\",\n\t \"mainEntityOfPage\": {\n\t \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/ibkr-quant-news\\\/want-to-know-the-steps-involved-in-ibkr-api-integration\\\/\"\n\t },\n\t \"wordCount\": 719,\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\\\/want-to-know-the-steps-involved-in-ibkr-api-integration\\\/#primaryimage\"\n\t },\n\t \"thumbnailUrl\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2023\\\/10\\\/api-tech.jpg\",\n\t \"keywords\": [\n\t \"Algo Trading\",\n\t \"C++\",\n\t \"IBKR API\",\n\t \"IBridgePy\",\n\t \"Java\",\n\t \"Python\"\n\t ],\n\t \"articleSection\": [\n\t \"C++ Development\",\n\t \"Data Science\",\n\t \"Java 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\\\/want-to-know-the-steps-involved-in-ibkr-api-integration\\\/#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\\\/want-to-know-the-steps-involved-in-ibkr-api-integration\\\/\",\n\t \"url\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/ibkr-quant-news\\\/want-to-know-the-steps-involved-in-ibkr-api-integration\\\/\",\n\t \"name\": \"Want to Know the Steps Involved in IBKR API Integration? | 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\\\/want-to-know-the-steps-involved-in-ibkr-api-integration\\\/#primaryimage\"\n\t },\n\t \"image\": {\n\t \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/ibkr-quant-news\\\/want-to-know-the-steps-involved-in-ibkr-api-integration\\\/#primaryimage\"\n\t },\n\t \"thumbnailUrl\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2023\\\/10\\\/api-tech.jpg\",\n\t \"datePublished\": \"2026-01-16T17:05:24+00:00\",\n\t \"dateModified\": \"2026-01-20T14:43:08+00:00\",\n\t \"description\": \"IBKR API supports various programming languages, including Python, Java, C++, and more.\",\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\\\/want-to-know-the-steps-involved-in-ibkr-api-integration\\\/\"\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\\\/want-to-know-the-steps-involved-in-ibkr-api-integration\\\/#primaryimage\",\n\t \"url\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2023\\\/10\\\/api-tech.jpg\",\n\t \"contentUrl\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2023\\\/10\\\/api-tech.jpg\",\n\t \"width\": 1000,\n\t \"height\": 563,\n\t \"caption\": \"API\"\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\\\/30c41b6ab002df1b3fc557e3ec39fdf1\",\n\t \"name\": \"Dr. Hui Liu\",\n\t \"description\": \"Dr. Hui Liu is an expert in data analysis and modeling and holds a certification in Six Sigma Black Belt. He has 15+ years of experience in software development, from initial concepts to final products. Dr. Liu is the founder and CEO of Running River Investment LLC, and the owner of IBridgePy https:\\\/\\\/ibridgepy.com\\\/. In addition, he serves on the EPAT Faculty at QuantInsti.com.\",\n\t \"url\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/author\\\/drhuiliu\\\/\"\n\t }\n\t ]\n\t}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Want to Know the Steps Involved in IBKR API Integration?","description":"IBKR API supports various programming languages, including Python, Java, C++, and more.","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\/237493\/","og_locale":"en_US","og_type":"article","og_title":"Want to Know the Steps Involved in IBKR API Integration?","og_description":"IBKR API supports various programming languages, including Python, Java, C++, and more.","og_url":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/want-to-know-the-steps-involved-in-ibkr-api-integration\/","og_site_name":"IBKR Campus US","article_published_time":"2026-01-16T17:05:24+00:00","article_modified_time":"2026-01-20T14:43:08+00:00","og_image":[{"width":1000,"height":563,"url":"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2023\/10\/api-tech.jpg","type":"image\/jpeg"}],"author":"Dr. Hui Liu","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Dr. Hui Liu","Est. reading time":"4 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"NewsArticle","@id":"https:\/\/ibkrcampus.com\/campus\/ibkr-quant-news\/want-to-know-the-steps-involved-in-ibkr-api-integration\/#article","isPartOf":{"@id":"https:\/\/ibkrcampus.com\/campus\/ibkr-quant-news\/want-to-know-the-steps-involved-in-ibkr-api-integration\/"},"author":{"name":"Dr. Hui Liu","@id":"https:\/\/ibkrcampus.com\/campus\/#\/schema\/person\/30c41b6ab002df1b3fc557e3ec39fdf1"},"headline":"Want to Know the Steps Involved in IBKR API Integration?","datePublished":"2026-01-16T17:05:24+00:00","dateModified":"2026-01-20T14:43:08+00:00","mainEntityOfPage":{"@id":"https:\/\/ibkrcampus.com\/campus\/ibkr-quant-news\/want-to-know-the-steps-involved-in-ibkr-api-integration\/"},"wordCount":719,"commentCount":0,"publisher":{"@id":"https:\/\/ibkrcampus.com\/campus\/#organization"},"image":{"@id":"https:\/\/ibkrcampus.com\/campus\/ibkr-quant-news\/want-to-know-the-steps-involved-in-ibkr-api-integration\/#primaryimage"},"thumbnailUrl":"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2023\/10\/api-tech.jpg","keywords":["Algo Trading","C++","IBKR API","IBridgePy","Java","Python"],"articleSection":["C++ Development","Data Science","Java Development","Programming Languages","Python Development","Quant","Quant Development"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/ibkrcampus.com\/campus\/ibkr-quant-news\/want-to-know-the-steps-involved-in-ibkr-api-integration\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/ibkrcampus.com\/campus\/ibkr-quant-news\/want-to-know-the-steps-involved-in-ibkr-api-integration\/","url":"https:\/\/ibkrcampus.com\/campus\/ibkr-quant-news\/want-to-know-the-steps-involved-in-ibkr-api-integration\/","name":"Want to Know the Steps Involved in IBKR API Integration? | IBKR Campus US","isPartOf":{"@id":"https:\/\/ibkrcampus.com\/campus\/#website"},"primaryImageOfPage":{"@id":"https:\/\/ibkrcampus.com\/campus\/ibkr-quant-news\/want-to-know-the-steps-involved-in-ibkr-api-integration\/#primaryimage"},"image":{"@id":"https:\/\/ibkrcampus.com\/campus\/ibkr-quant-news\/want-to-know-the-steps-involved-in-ibkr-api-integration\/#primaryimage"},"thumbnailUrl":"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2023\/10\/api-tech.jpg","datePublished":"2026-01-16T17:05:24+00:00","dateModified":"2026-01-20T14:43:08+00:00","description":"IBKR API supports various programming languages, including Python, Java, C++, and more.","inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/ibkrcampus.com\/campus\/ibkr-quant-news\/want-to-know-the-steps-involved-in-ibkr-api-integration\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/ibkrcampus.com\/campus\/ibkr-quant-news\/want-to-know-the-steps-involved-in-ibkr-api-integration\/#primaryimage","url":"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2023\/10\/api-tech.jpg","contentUrl":"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2023\/10\/api-tech.jpg","width":1000,"height":563,"caption":"API"},{"@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\/30c41b6ab002df1b3fc557e3ec39fdf1","name":"Dr. Hui Liu","description":"Dr. Hui Liu is an expert in data analysis and modeling and holds a certification in Six Sigma Black Belt. He has 15+ years of experience in software development, from initial concepts to final products. Dr. Liu is the founder and CEO of Running River Investment LLC, and the owner of IBridgePy https:\/\/ibridgepy.com\/. In addition, he serves on the EPAT Faculty at QuantInsti.com.","url":"https:\/\/www.interactivebrokers.com\/campus\/author\/drhuiliu\/"}]}},"jetpack_featured_media_url":"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2023\/10\/api-tech.jpg","_links":{"self":[{"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/posts\/237493","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\/1293"}],"replies":[{"embeddable":true,"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/comments?post=237493"}],"version-history":[{"count":0,"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/posts\/237493\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/media\/197318"}],"wp:attachment":[{"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/media?parent=237493"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/categories?post=237493"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/tags?post=237493"},{"taxonomy":"contributors-categories","embeddable":true,"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/contributors-categories?post=237493"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}