{"id":190436,"date":"2023-05-19T10:24:31","date_gmt":"2023-05-19T14:24:31","guid":{"rendered":"https:\/\/ibkrcampus.com\/?p=190436"},"modified":"2023-05-19T10:24:28","modified_gmt":"2023-05-19T14:24:28","slug":"6-packages-for-using-r-in-finance","status":"publish","type":"post","link":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/6-packages-for-using-r-in-finance\/","title":{"rendered":"6 Packages for Using R in Finance"},"content":{"rendered":"\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1000\" height=\"563\" data-src=\"\/campus\/wp-content\/uploads\/sites\/2\/2023\/05\/r-programming-computer-teal-background.jpg\" alt=\"\" class=\"wp-image-190524 lazyload\" data-srcset=\"https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2023\/05\/r-programming-computer-teal-background.jpg 1000w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2023\/05\/r-programming-computer-teal-background-700x394.jpg 700w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2023\/05\/r-programming-computer-teal-background-300x169.jpg 300w, https:\/\/ibkrcampus.com\/campus\/wp-content\/uploads\/sites\/2\/2023\/05\/r-programming-computer-teal-background-768x432.jpg 768w\" data-sizes=\"(max-width: 1000px) 100vw, 1000px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1000px; aspect-ratio: 1000\/563;\" \/><\/figure>\n\n\n\n<p>R is a powerful and open-source language for econometrics, statistics and data science. Be sure to check the below articles and read about 6 popular packages!<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>echoice2<\/strong> &#8211; this new R package executes economic models of choice, which comprises discrete choice &amp; volumetric choice models with &amp; without screening rules. Dr. Nino Hardt, the package creator, shares details <a href=\"\/campus\/ibkr-quant-news\/echoice2-r-package\/\">here<\/a>.<\/li>\n\n\n\n<li><strong>bidask<\/strong> is used to estimate bid-ask spreads in financial markets, and it is based on the academic paper: &#8220;Efficient estimation of bid-ask spreads from open, high, low, and close prices&#8221; by David Ardia (HEC Montreal), Emanuele Guidotti and Tim Kroencke (University of Neuch\u00e2tel). Find information <a href=\"\/campus\/ibkr-quant-news\/efficient-estimation-of-bid-ask-spreads-from-open-high-low-and-close-prices\/\">here<\/a>. <\/li>\n\n\n\n<li><strong>hofa<\/strong> &#8211; Professor Kris Boudt demonstrates a framework that can do a PCA-like analysis on coskewness and cokurtosis matrices. The article &#8220;<a href=\"\/campus\/ibkr-quant-news\/gaining-from-non-normality-in-factor-analysis\/\">Gaining from Non-normality in Factor Analysis<\/a>&#8221; explains how to test this methodology with the open-source <em>hofa <\/em>from the Sentometrics company.<\/li>\n\n\n\n<li><strong>IBrokers<\/strong> &#8211; this package provides connectivity used for API trading. Watch this <a href=\"\/campus\/ibkr-quant-news\/r-programming-and-the-ibrokers-package\/\">tutorial<\/a> on how to use it to place orders. <\/li>\n\n\n\n<li><strong>rsims<\/strong> can be utilized for fast backtesting. Check out this <a href=\"\/campus\/ibkr-quant-news\/optimising-the-rsims-package-for-fast-backtesting-in-r-part-iii\/\">article<\/a> from Kris Longmore, Robot Wealth, for sample code.<\/li>\n\n\n\n<li><strong>portfolio.optimization<\/strong> &#8211; Ronald Hochreiter looks at several modeling and optimization approaches using R and shares insights on a portfolio optimization modeling language built on top of a generalized algebraic model. Learn more <a href=\"\/campus\/ibkr-quant-news\/ronald-hochreiter-contemporary-portfolio-optimization-modeling-with-r\/\">here<\/a>. <\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>R is a powerful and open-source language for econometrics, statistics and data science. Be sure to check the below articles and read about 6 popular packages!<\/p>\n","protected":false},"author":90,"featured_media":190524,"comment_status":"open","ping_status":"closed","sticky":true,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[339,340,343,338,341,342],"tags":[15308,806,15307,4922,15310,11746,1688,15311,487,15309,6591,508],"contributors-categories":[13576],"class_list":{"0":"post-190436","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-data-science","8":"category-api-development","9":"category-programing-languages","10":"category-ibkr-quant-news","11":"category-quant-development","12":"category-r-development","13":"tag-bidask-package","14":"tag-data-science","15":"tag-echoice2-package","16":"tag-econometrics","17":"tag-hofa-package","18":"tag-ibrokers-package","19":"tag-portfolio-optimization","20":"tag-portfolio-optimization-package","21":"tag-r","22":"tag-rsims-package","23":"tag-rstats","24":"tag-rstudio","25":"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>6 Packages for Using R in Finance | IBKR Quant<\/title>\n<meta name=\"description\" content=\"R is a powerful and open-source language for econometrics, statistics and data science. 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