{"id":6336,"date":"2019-06-10T09:51:57","date_gmt":"2019-06-10T13:51:57","guid":{"rendered":"https:\/\/ibkrcampus.com\/?p=6336"},"modified":"2023-02-28T10:17:04","modified_gmt":"2023-02-28T15:17:04","slug":"visualizations-for-algo-trading-in-r","status":"publish","type":"post","link":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/visualizations-for-algo-trading-in-r\/","title":{"rendered":"Visualizations for Algorithmic Trading in R"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Visualizations for algorithmic trading is rising in demand by the economic sector. In R there are a lot of great packages for getting data, visualizations and model strategies for algorithmic trading. In this article, you learn how to perform visualizations and modeling for algorithmic trading in R.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-introduction-to-algorithmic-trading\">Introduction to Algorithmic Trading<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Algorithmic trading is a very popular machine learning method within the economic and financial sector. Typically it involves a lot of programming in advanced visualizations and modelling. The programming is necessary in order to get the financial data for the Algorithmic Trading analysis. This article involves the first part of algorithmic trading: Advanced Visualizations.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-read-packages-into-r-library\">Read packages into R library<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">First things first! We need to read these great packages into the R library:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># Load R package\nlibrary(PortfolioEffectHFT)\nlibrary(rvest)\nlibrary(pbapply)\nlibrary(TTR)\nlibrary(dygraphs)\nlibrary(lubridate)\nlibrary(tidyquant)\nlibrary(timetk)\nlibrary(pacman)\nlibrary(quantmod)\nlibrary(parallelMap)\nlibrary(BiocParallel)\nlibrary(parallel)\nlibrary(plotly)\npacman::p_load(dygraphs,DT)<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">In the above packages you need to install&nbsp;<code>BiocParallel<\/code>&nbsp;with this code:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>## Install BiocParallel\nsource(\"https:\/\/bioconductor.org\/biocLite.R\")\nbiocLite(\"BiocParallel\")<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\"> <em>To get the R scripts, and see the full article, visit <a href=\"https:\/\/datascienceplus.com\/\">DataScience+ Blog <\/a><\/em><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"662\" height=\"324\" data-src=\"\/campus\/wp-content\/uploads\/sites\/2\/2019\/06\/visualization-r-algo-trading.png\" alt=\"Visualizations for Algorithmic Trading in R\n\" class=\"wp-image-6344 lazyload\" data-srcset=\"https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2019\/06\/visualization-r-algo-trading.png 662w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2019\/06\/visualization-r-algo-trading-400x196.png 400w\" data-sizes=\"(max-width: 662px) 100vw, 662px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 662px; aspect-ratio: 662\/324;\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><em>About the Author:<br>Kristian Larsen is a passionate economic data scientist with an expertise in R, Excel, VBA, SQL, STATA, SAS and Python. He creates Automated dashboards, business intelligence, machine learning, data analysis, AI, deep learning, data management, statistical analysis and programming. <\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Kristian Larsen walks us through Visualizations for Algorithmic Trading in R.<\/p>\n","protected":false},"author":163,"featured_media":6344,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":"","jetpack_post_was_ever_published":false},"categories":[339,338,341,351,344,342],"tags":[851,1409,1407,1410,1408,487,1044,1046,1406,2536],"contributors-categories":[13666],"class_list":["post-6336","post","type-post","status-publish","format-standard","has-post-thumbnail","category-data-science","category-ibkr-quant-news","category-quant-development","category-quant-europe","category-quant-regions","category-r-development","tag-algo-trading","tag-biocparallel","tag-lubridate","tag-plotly","tag-quantmod","tag-r","tag-tidyquant","tag-timetk","tag-ttr","tag-visualization","contributors-categories-datascience"],"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 v28.1) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Visualizations for Algorithmic Trading in R | IBKR Quant<\/title>\n<meta name=\"description\" content=\"Kristian Larsen walks us through how to download R pakcages and stock data for Algorithmic Trading and powerfule visualizations.\" \/>\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\/6336\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Visualizations for Algorithmic Trading in R | IBKR Quant News\" \/>\n<meta property=\"og:description\" content=\"Kristian Larsen walks us through how to download R pakcages and stock data for Algorithmic Trading and powerfule visualizations.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/visualizations-for-algo-trading-in-r\/\" \/>\n<meta property=\"og:site_name\" content=\"IBKR Campus US\" \/>\n<meta property=\"article:published_time\" content=\"2019-06-10T13:51:57+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-02-28T15:17:04+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2019\/06\/visualization-r-algo-trading.png\" \/>\n\t<meta property=\"og:image:width\" content=\"662\" \/>\n\t<meta property=\"og:image:height\" content=\"324\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Kristian Larsen\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Kristian Larsen\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 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\\\/visualizations-for-algo-trading-in-r\\\/#article\",\n\t            \"isPartOf\": {\n\t                \"@id\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/ibkr-quant-news\\\/visualizations-for-algo-trading-in-r\\\/\"\n\t            },\n\t            \"author\": {\n\t                \"name\": \"Kristian Larsen\",\n\t                \"@id\": \"https:\\\/\\\/ibkrcampus.com\\\/campus\\\/#\\\/schema\\\/person\\\/698c401fc9c5d498090c509e21384977\"\n\t            },\n\t            \"headline\": \"Visualizations for Algorithmic Trading in R\",\n\t            \"datePublished\": \"2019-06-10T13:51:57+00:00\",\n\t            \"dateModified\": \"2023-02-28T15:17:04+00:00\",\n\t            \"mainEntityOfPage\": {\n\t                \"@id\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/ibkr-quant-news\\\/visualizations-for-algo-trading-in-r\\\/\"\n\t            },\n\t            \"wordCount\": 198,\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\\\/visualizations-for-algo-trading-in-r\\\/#primaryimage\"\n\t            },\n\t            \"thumbnailUrl\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2019\\\/06\\\/visualization-r-algo-trading.png\",\n\t            \"keywords\": [\n\t                \"Algo Trading\",\n\t                \"BiocParallel\",\n\t                \"Lubridate\",\n\t                \"plotly\",\n\t                \"quantmod\",\n\t                \"R\",\n\t                \"tidyquant\",\n\t                \"timetk\",\n\t                \"TTR\",\n\t                \"Visualization\"\n\t            ],\n\t            \"articleSection\": [\n\t                \"Data Science\",\n\t                \"Quant\",\n\t                \"Quant Development\",\n\t                \"Quant Europe\",\n\t                \"Quant Regions\",\n\t                \"R Development\"\n\t            ],\n\t            \"inLanguage\": \"en-US\"\n\t        },\n\t        {\n\t            \"@type\": \"WebPage\",\n\t            \"@id\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/ibkr-quant-news\\\/visualizations-for-algo-trading-in-r\\\/\",\n\t            \"url\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/ibkr-quant-news\\\/visualizations-for-algo-trading-in-r\\\/\",\n\t            \"name\": \"Visualizations for Algorithmic Trading in R | IBKR Quant News\",\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\\\/visualizations-for-algo-trading-in-r\\\/#primaryimage\"\n\t            },\n\t            \"image\": {\n\t                \"@id\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/ibkr-quant-news\\\/visualizations-for-algo-trading-in-r\\\/#primaryimage\"\n\t            },\n\t            \"thumbnailUrl\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2019\\\/06\\\/visualization-r-algo-trading.png\",\n\t            \"datePublished\": \"2019-06-10T13:51:57+00:00\",\n\t            \"dateModified\": \"2023-02-28T15:17:04+00:00\",\n\t            \"description\": \"Kristian Larsen walks us through how to download R pakcages and stock data for Algorithmic Trading and powerfule visualizations.\",\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\\\/visualizations-for-algo-trading-in-r\\\/\"\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\\\/visualizations-for-algo-trading-in-r\\\/#primaryimage\",\n\t            \"url\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2019\\\/06\\\/visualization-r-algo-trading.png\",\n\t            \"contentUrl\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2019\\\/06\\\/visualization-r-algo-trading.png\",\n\t            \"width\": 662,\n\t            \"height\": 324,\n\t            \"caption\": \"Visualizations for Algorithmic Trading in R\"\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\\\/698c401fc9c5d498090c509e21384977\",\n\t            \"name\": \"Kristian Larsen\",\n\t            \"description\": \"I am a passionate economic data scientist. I contribute to value within organisations by creating: Automated dashboards, business intelligence, machine learning, data analysis, AI, deep learning, data management, statistical analysis and programming. I have expertise skills in R, Excel, VBA, SQL, Powershell, STATA, SAS and Python.\",\n\t            \"sameAs\": [\n\t                \"https:\\\/\\\/datascienceplus.com\\\/author\\\/kristian-larsen\\\/\"\n\t            ],\n\t            \"url\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/author\\\/kristian-larsen\\\/\"\n\t        }\n\t    ]\n\t}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Visualizations for Algorithmic Trading in R | IBKR Quant","description":"Kristian Larsen walks us through how to download R pakcages and stock data for Algorithmic Trading and powerfule visualizations.","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\/6336\/","og_locale":"en_US","og_type":"article","og_title":"Visualizations for Algorithmic Trading in R | IBKR Quant News","og_description":"Kristian Larsen walks us through how to download R pakcages and stock data for Algorithmic Trading and powerfule visualizations.","og_url":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/visualizations-for-algo-trading-in-r\/","og_site_name":"IBKR Campus US","article_published_time":"2019-06-10T13:51:57+00:00","article_modified_time":"2023-02-28T15:17:04+00:00","og_image":[{"width":662,"height":324,"url":"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2019\/06\/visualization-r-algo-trading.png","type":"image\/png"}],"author":"Kristian Larsen","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Kristian Larsen","Est. reading time":"2 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"NewsArticle","@id":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/visualizations-for-algo-trading-in-r\/#article","isPartOf":{"@id":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/visualizations-for-algo-trading-in-r\/"},"author":{"name":"Kristian Larsen","@id":"https:\/\/ibkrcampus.com\/campus\/#\/schema\/person\/698c401fc9c5d498090c509e21384977"},"headline":"Visualizations for Algorithmic Trading in R","datePublished":"2019-06-10T13:51:57+00:00","dateModified":"2023-02-28T15:17:04+00:00","mainEntityOfPage":{"@id":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/visualizations-for-algo-trading-in-r\/"},"wordCount":198,"publisher":{"@id":"https:\/\/ibkrcampus.com\/campus\/#organization"},"image":{"@id":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/visualizations-for-algo-trading-in-r\/#primaryimage"},"thumbnailUrl":"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2019\/06\/visualization-r-algo-trading.png","keywords":["Algo Trading","BiocParallel","Lubridate","plotly","quantmod","R","tidyquant","timetk","TTR","Visualization"],"articleSection":["Data Science","Quant","Quant Development","Quant Europe","Quant Regions","R Development"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/visualizations-for-algo-trading-in-r\/","url":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/visualizations-for-algo-trading-in-r\/","name":"Visualizations for Algorithmic Trading in R | IBKR Quant News","isPartOf":{"@id":"https:\/\/ibkrcampus.com\/campus\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/visualizations-for-algo-trading-in-r\/#primaryimage"},"image":{"@id":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/visualizations-for-algo-trading-in-r\/#primaryimage"},"thumbnailUrl":"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2019\/06\/visualization-r-algo-trading.png","datePublished":"2019-06-10T13:51:57+00:00","dateModified":"2023-02-28T15:17:04+00:00","description":"Kristian Larsen walks us through how to download R pakcages and stock data for Algorithmic Trading and powerfule visualizations.","inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/visualizations-for-algo-trading-in-r\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/visualizations-for-algo-trading-in-r\/#primaryimage","url":"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2019\/06\/visualization-r-algo-trading.png","contentUrl":"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2019\/06\/visualization-r-algo-trading.png","width":662,"height":324,"caption":"Visualizations for Algorithmic Trading in R"},{"@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\/698c401fc9c5d498090c509e21384977","name":"Kristian Larsen","description":"I am a passionate economic data scientist. I contribute to value within organisations by creating: Automated dashboards, business intelligence, machine learning, data analysis, AI, deep learning, data management, statistical analysis and programming. I have expertise skills in R, Excel, VBA, SQL, Powershell, STATA, SAS and Python.","sameAs":["https:\/\/datascienceplus.com\/author\/kristian-larsen\/"],"url":"https:\/\/www.interactivebrokers.com\/campus\/author\/kristian-larsen\/"}]}},"jetpack_featured_media_url":"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2019\/06\/visualization-r-algo-trading.png","_links":{"self":[{"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/posts\/6336","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\/163"}],"replies":[{"embeddable":true,"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/comments?post=6336"}],"version-history":[{"count":0,"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/posts\/6336\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/media\/6344"}],"wp:attachment":[{"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/media?parent=6336"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/categories?post=6336"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/tags?post=6336"},{"taxonomy":"contributors-categories","embeddable":true,"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/contributors-categories?post=6336"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}