{"id":201926,"date":"2024-02-05T10:38:51","date_gmt":"2024-02-05T15:38:51","guid":{"rendered":"https:\/\/ibkrcampus.com\/?p=201926"},"modified":"2024-02-06T10:23:24","modified_gmt":"2024-02-06T15:23:24","slug":"robot-wealth-part-twocollaborative-research-for-systematic-trading","status":"publish","type":"post","link":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/robot-wealth-part-twocollaborative-research-for-systematic-trading\/","title":{"rendered":"Robot Wealth Part Two: Collaborative Research for Systematic Trading"},"content":{"rendered":"\n<p>&#8220;<em>Power Couple: Prop Trading &amp; Education. Robot Wealth Part 1&#8243; is the first installment in this series. Click <a href=\"\/campus\/ibkr-quant-news\/power-couple-prop-trading-education-robot-wealth-part-1\/\">here<\/a> to read it.<\/em><\/p>\n\n\n\n<p>Kris Longmore, founder of prop trading and education hybrid Robot Wealth (RW), believes in collaboration. Over the past several years he and his partner, James Hodges, have developed a research platform in which members of their RWPro community exchange ideas using shared notebooks and a database of trading edges.<\/p>\n\n\n\n<p>Longmore says the most important element of collaborative research is reproducibility.<\/p>\n\n\n\n<p>\u201cIt\u2019s a major issue. Imagine the tangle we\u2019d get into if we published some research and someone else tried to extend it but couldn\u2019t get the code to work because of a missing dependency. Or worse, got a different result?\u201d<\/p>\n\n\n\n<p>To prevent that, RWPro members do their collaborative research in hosted Jupyter Notebooks on Google Colab. Whenever a member opens a research item, they get the same clean Ubuntu instance.<\/p>\n\n\n\n<p>\u201cOf course, we recognize that when people first come to us, they often haven\u2019t used Colab, Jupyter, GitHub, R, Ubuntu, or the other tools. So we offer optimized code that installs the necessary components. We also provide training material. That way, people can get going quickly, and we\u2019re all starting from the same place in the process.\u201d<\/p>\n\n\n\n<p>Longmore and Hodges share each piece of research in a GitHub repository.<\/p>\n\n\n\n<p>\u201cWhen you start researching a potential edge, it\u2019s all very iterative and messy. We want our community to understand that, so we let them look over our shoulders and see what we\u2019re doing and how we\u2019re doing it.\u201d<\/p>\n\n\n\n<p>To see a research notebook, a visitor just needs to enter RW\u2019s GitHub library and click the \u201cOpen in Colab\u201d button.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img decoding=\"async\" width=\"1100\" height=\"704\" data-src=\"\/campus\/wp-content\/uploads\/sites\/2\/2024\/02\/VIX-Robot-Wealth-1100x704.png\" alt=\"\" class=\"wp-image-201968 lazyload\" style=\"--smush-placeholder-width: 1100px; aspect-ratio: 1100\/704;width:1450px;height:auto\" data-srcset=\"https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2024\/02\/VIX-Robot-Wealth-1100x704.png 1100w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2024\/02\/VIX-Robot-Wealth-700x448.png 700w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2024\/02\/VIX-Robot-Wealth-300x192.png 300w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2024\/02\/VIX-Robot-Wealth-768x491.png 768w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2024\/02\/VIX-Robot-Wealth.png 1372w\" data-sizes=\"(max-width: 1100px) 100vw, 1100px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><figcaption class=\"wp-element-caption\"><em>Attribution: GitHub<\/em><\/figcaption><\/figure>\n\n\n\n<p>\u201cWe provide a library of clean, updated data and an R package for pulling that data into a research session. We also have a library of code snippets that work with our data sets and that people can reuse rather than writing analysis code from scratch.\u201d<\/p>\n\n\n\n<p>In Longmore\u2019s view, productivity is the second key element.<\/p>\n\n\n\n<p>\u201cIn pursuit of productivity, we maintain an Edge Database where we store all our ideas for future research and summaries of any work the group has previously done. Everyone shares their work so no one wastes time reinventing the wheel.\u201d<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" data-src=\"\/campus\/wp-content\/uploads\/sites\/2\/2024\/02\/Master-Status-Robot-Wealth-1100x383.png\" alt=\"\" class=\"wp-image-201970 lazyload\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1100px; aspect-ratio: 1100\/383;\" \/><figcaption class=\"wp-element-caption\"><em>Attribution: GitHub<\/em><\/figcaption><\/figure>\n\n\n\n<p>Longmore says the third critical piece is feedback. Using the GitHub pull request framework, members can submit their research and have the RW team review it and provide personalized feedback.<\/p>\n\n\n\n<p>\u201cJames and I are driven by the idea of helping people become truly independent by acquiring the necessary skills. The collaborative research framework directly supports that.\u201d<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1100\" height=\"732\" data-src=\"\/campus\/wp-content\/uploads\/sites\/2\/2024\/02\/end-of-month-reversion-robot-wealth-1100x732.jpg\" alt=\"\" class=\"wp-image-201969 lazyload\" data-srcset=\"https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2024\/02\/end-of-month-reversion-robot-wealth-1100x732.jpg 1100w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2024\/02\/end-of-month-reversion-robot-wealth-700x466.jpg 700w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2024\/02\/end-of-month-reversion-robot-wealth-300x200.jpg 300w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2024\/02\/end-of-month-reversion-robot-wealth-768x511.jpg 768w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2024\/02\/end-of-month-reversion-robot-wealth-1536x1022.jpg 1536w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2024\/02\/end-of-month-reversion-robot-wealth.jpg 1866w\" data-sizes=\"(max-width: 1100px) 100vw, 1100px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1100px; aspect-ratio: 1100\/732;\" \/><figcaption class=\"wp-element-caption\"><em>Attribution: GitHub<\/em><\/figcaption><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>Longmore says the most important element of collaborative research is reproducibility.<\/p>\n","protected":false},"author":1261,"featured_media":201983,"comment_status":"open","ping_status":"closed","sticky":true,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[339,343,349,338,341,342],"tags":[16651,16650,806,4922,16652,865,7375,487,5987,15357,317],"contributors-categories":[13576],"class_list":{"0":"post-201926","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-data-science","8":"category-programing-languages","9":"category-python-development","10":"category-ibkr-quant-news","11":"category-quant-development","12":"category-r-development","13":"tag-colab","14":"tag-collaborative-research","15":"tag-data-science","16":"tag-econometrics","17":"tag-edge-database","18":"tag-github","19":"tag-jupyter","20":"tag-r","21":"tag-systematic-trading","22":"tag-ubuntu","23":"tag-vix","24":"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 v27.3) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Robot Wealth Part Two: Collaborative Research for Systematic Trading<\/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:\/\/www.interactivebrokers.com\/campus\/wp-json\/wp\/v2\/posts\/201926\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Robot Wealth Part Two: Collaborative Research for Systematic Trading\" \/>\n<meta property=\"og:description\" content=\"Longmore says the most important element of collaborative research is reproducibility.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/robot-wealth-part-twocollaborative-research-for-systematic-trading\/\" \/>\n<meta property=\"og:site_name\" content=\"IBKR Campus US\" \/>\n<meta property=\"article:published_time\" content=\"2024-02-05T15:38:51+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-02-06T15:23:24+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2024\/02\/investment-financial-trading-chart.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=\"Burt Shulman\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Burt Shulman\" \/>\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:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/ibkr-quant-news\\\/robot-wealth-part-twocollaborative-research-for-systematic-trading\\\/#article\",\n\t            \"isPartOf\": {\n\t                \"@id\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/ibkr-quant-news\\\/robot-wealth-part-twocollaborative-research-for-systematic-trading\\\/\"\n\t            },\n\t            \"author\": {\n\t                \"name\": \"Burt Shulman\",\n\t                \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/#\\\/schema\\\/person\\\/a850fa566867c9ffbdedc42c374a5181\"\n\t            },\n\t            \"headline\": \"Robot Wealth Part Two: Collaborative Research for Systematic Trading\",\n\t            \"datePublished\": \"2024-02-05T15:38:51+00:00\",\n\t            \"dateModified\": \"2024-02-06T15:23:24+00:00\",\n\t            \"mainEntityOfPage\": {\n\t                \"@id\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/ibkr-quant-news\\\/robot-wealth-part-twocollaborative-research-for-systematic-trading\\\/\"\n\t            },\n\t            \"wordCount\": 455,\n\t            \"commentCount\": 0,\n\t            \"publisher\": {\n\t                \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/#organization\"\n\t            },\n\t            \"image\": {\n\t                \"@id\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/ibkr-quant-news\\\/robot-wealth-part-twocollaborative-research-for-systematic-trading\\\/#primaryimage\"\n\t            },\n\t            \"thumbnailUrl\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2024\\\/02\\\/investment-financial-trading-chart.jpg\",\n\t            \"keywords\": [\n\t                \"Colab\",\n\t                \"Collaborative Research\",\n\t                \"Data Science\",\n\t                \"Econometrics\",\n\t                \"Edge Database\",\n\t                \"GitHub\",\n\t                \"Jupyter\",\n\t                \"R\",\n\t                \"Systematic Trading\",\n\t                \"Ubuntu\",\n\t                \"VIX\"\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                \"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:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/ibkr-quant-news\\\/robot-wealth-part-twocollaborative-research-for-systematic-trading\\\/#respond\"\n\t                    ]\n\t                }\n\t            ]\n\t        },\n\t        {\n\t            \"@type\": \"WebPage\",\n\t            \"@id\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/ibkr-quant-news\\\/robot-wealth-part-twocollaborative-research-for-systematic-trading\\\/\",\n\t            \"url\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/ibkr-quant-news\\\/robot-wealth-part-twocollaborative-research-for-systematic-trading\\\/\",\n\t            \"name\": \"Robot Wealth Part Two: Collaborative Research for Systematic Trading | IBKR Campus US\",\n\t            \"isPartOf\": {\n\t                \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/#website\"\n\t            },\n\t            \"primaryImageOfPage\": {\n\t                \"@id\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/ibkr-quant-news\\\/robot-wealth-part-twocollaborative-research-for-systematic-trading\\\/#primaryimage\"\n\t            },\n\t            \"image\": {\n\t                \"@id\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/ibkr-quant-news\\\/robot-wealth-part-twocollaborative-research-for-systematic-trading\\\/#primaryimage\"\n\t            },\n\t            \"thumbnailUrl\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2024\\\/02\\\/investment-financial-trading-chart.jpg\",\n\t            \"datePublished\": \"2024-02-05T15:38:51+00:00\",\n\t            \"dateModified\": \"2024-02-06T15:23:24+00:00\",\n\t            \"inLanguage\": \"en-US\",\n\t            \"potentialAction\": [\n\t                {\n\t                    \"@type\": \"ReadAction\",\n\t                    \"target\": [\n\t                        \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/ibkr-quant-news\\\/robot-wealth-part-twocollaborative-research-for-systematic-trading\\\/\"\n\t                    ]\n\t                }\n\t            ]\n\t        },\n\t        {\n\t            \"@type\": \"ImageObject\",\n\t            \"inLanguage\": \"en-US\",\n\t            \"@id\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/ibkr-quant-news\\\/robot-wealth-part-twocollaborative-research-for-systematic-trading\\\/#primaryimage\",\n\t            \"url\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2024\\\/02\\\/investment-financial-trading-chart.jpg\",\n\t            \"contentUrl\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2024\\\/02\\\/investment-financial-trading-chart.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\\\/a850fa566867c9ffbdedc42c374a5181\",\n\t            \"name\": \"Burt Shulman\",\n\t            \"description\": \"Burt Shulman, Contributing Writer at Interactive Brokers (IBKR), has been a writer and creative marketer in financial information and media for more than 35 years. Before joining IBKR he served as Vice President of Marketing for major divisions of Reuters, Standard &amp; Poor\u2019s, Scholastic, and Universal Music Group, and worked as an independent writer, journalist, and creative consultant.\",\n\t            \"url\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/author\\\/burt1shulman\\\/\"\n\t        }\n\t    ]\n\t}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Robot Wealth Part Two: Collaborative Research for Systematic 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\/201926\/","og_locale":"en_US","og_type":"article","og_title":"Robot Wealth Part Two: Collaborative Research for Systematic Trading","og_description":"Longmore says the most important element of collaborative research is reproducibility.","og_url":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/robot-wealth-part-twocollaborative-research-for-systematic-trading\/","og_site_name":"IBKR Campus US","article_published_time":"2024-02-05T15:38:51+00:00","article_modified_time":"2024-02-06T15:23:24+00:00","og_image":[{"width":1000,"height":563,"url":"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2024\/02\/investment-financial-trading-chart.jpg","type":"image\/jpeg"}],"author":"Burt Shulman","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Burt Shulman","Est. reading time":"3 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"NewsArticle","@id":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/robot-wealth-part-twocollaborative-research-for-systematic-trading\/#article","isPartOf":{"@id":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/robot-wealth-part-twocollaborative-research-for-systematic-trading\/"},"author":{"name":"Burt Shulman","@id":"https:\/\/ibkrcampus.com\/campus\/#\/schema\/person\/a850fa566867c9ffbdedc42c374a5181"},"headline":"Robot Wealth Part Two: Collaborative Research for Systematic Trading","datePublished":"2024-02-05T15:38:51+00:00","dateModified":"2024-02-06T15:23:24+00:00","mainEntityOfPage":{"@id":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/robot-wealth-part-twocollaborative-research-for-systematic-trading\/"},"wordCount":455,"commentCount":0,"publisher":{"@id":"https:\/\/ibkrcampus.com\/campus\/#organization"},"image":{"@id":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/robot-wealth-part-twocollaborative-research-for-systematic-trading\/#primaryimage"},"thumbnailUrl":"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2024\/02\/investment-financial-trading-chart.jpg","keywords":["Colab","Collaborative Research","Data Science","Econometrics","Edge Database","GitHub","Jupyter","R","Systematic Trading","Ubuntu","VIX"],"articleSection":["Data Science","Programming Languages","Python Development","Quant","Quant Development","R Development"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/robot-wealth-part-twocollaborative-research-for-systematic-trading\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/robot-wealth-part-twocollaborative-research-for-systematic-trading\/","url":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/robot-wealth-part-twocollaborative-research-for-systematic-trading\/","name":"Robot Wealth Part Two: Collaborative Research for Systematic Trading | IBKR Campus US","isPartOf":{"@id":"https:\/\/ibkrcampus.com\/campus\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/robot-wealth-part-twocollaborative-research-for-systematic-trading\/#primaryimage"},"image":{"@id":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/robot-wealth-part-twocollaborative-research-for-systematic-trading\/#primaryimage"},"thumbnailUrl":"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2024\/02\/investment-financial-trading-chart.jpg","datePublished":"2024-02-05T15:38:51+00:00","dateModified":"2024-02-06T15:23:24+00:00","inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/robot-wealth-part-twocollaborative-research-for-systematic-trading\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/robot-wealth-part-twocollaborative-research-for-systematic-trading\/#primaryimage","url":"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2024\/02\/investment-financial-trading-chart.jpg","contentUrl":"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2024\/02\/investment-financial-trading-chart.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\/a850fa566867c9ffbdedc42c374a5181","name":"Burt Shulman","description":"Burt Shulman, Contributing Writer at Interactive Brokers (IBKR), has been a writer and creative marketer in financial information and media for more than 35 years. Before joining IBKR he served as Vice President of Marketing for major divisions of Reuters, Standard &amp; Poor\u2019s, Scholastic, and Universal Music Group, and worked as an independent writer, journalist, and creative consultant.","url":"https:\/\/www.interactivebrokers.com\/campus\/author\/burt1shulman\/"}]}},"jetpack_featured_media_url":"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2024\/02\/investment-financial-trading-chart.jpg","_links":{"self":[{"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/posts\/201926","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\/1261"}],"replies":[{"embeddable":true,"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/comments?post=201926"}],"version-history":[{"count":0,"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/posts\/201926\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/media\/201983"}],"wp:attachment":[{"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/media?parent=201926"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/categories?post=201926"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/tags?post=201926"},{"taxonomy":"contributors-categories","embeddable":true,"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/contributors-categories?post=201926"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}