{"id":56529,"date":"2020-08-19T09:43:00","date_gmt":"2020-08-19T13:43:00","guid":{"rendered":"https:\/\/ibkrcampus.com\/?p=56529"},"modified":"2024-05-15T10:30:04","modified_gmt":"2024-05-15T14:30:04","slug":"implied-equity-duration-quantpedia-review-pandemic-shutdown-risk","status":"publish","type":"post","link":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/implied-equity-duration-quantpedia-review-pandemic-shutdown-risk\/","title":{"rendered":"Implied Equity Duration as a Measure of Pandemic Shutdown Risk"},"content":{"rendered":"\n<p>Some companies have relatively more of their value in near-term cash flow (for ex. General Motors Corporation). Others (for ex. Tesla), are growth stocks, with a greater proportion of their market value based on long-term expected future cash flow. It seems that coronavirus pandemic has hit mainly the first group, the \u201clow equity duration\u201d companies. A new academic research paper written by Dechow, Erhard, Sloan, and Soliman explains how the equity duration factor can be used to assess how are companies exposed to short-term unexpected macroeconomic events (like COVID-19 pandemic), and how equity duration sensitivity can also explain relative underperformance of value vs growth stocks during the last bear market.<\/p>\n\n\n\n<p><strong>Authors:<\/strong>&nbsp;Dechow, Patricia and Erhard, Ryan and Sloan, Richard G. and Soliman, Mark T.<\/p>\n\n\n\n<p><strong>Title:&nbsp;<\/strong>Implied Equity Duration: A Measure of Pandemic Shutdown Risk<\/p>\n\n\n\n<p><strong>Link<\/strong>:&nbsp;<a href=\"https:\/\/papers.ssrn.com\/sol3\/papers.cfm?abstract_id=3623588\">https:\/\/papers.ssrn.com\/sol3\/papers.cfm?abstract_id=3623588<\/a><\/p>\n\n\n\n<p><strong>Abstract:<\/strong><\/p>\n\n\n\n<p>Implied equity duration was originally developed to analyze the sensitivity of equity prices to discount rate changes. We demonstrate that implied equity duration is also useful for analyzing the sensitivity of equity prices to pandemic shutdowns. Pandemic shutdowns primarily impact short-term cash flows and thus have a greater impact on low duration equities. We show that implied equity duration has a strong positive relation to US equity returns during the onset of the 2020 coronavirus lockdown. Our analysis also demonstrates that the underperformance of \u2018value\u2019 stocks during this period is a rational response to their lower durations.<\/p>\n\n\n\n<p><strong>Notable quotations from the academic research paper:<\/strong><\/p>\n\n\n\n<p>\u201cBond duration is a common summary measure of interest rate risk for fixed income securities. Dechow, Sloan, and Soliman (2004) adapt this measure to equity securities. They develop a simple algorithm for predicting the amount and timing of future cash flows and then apply the standard duration formula to compute a measure of implied equity duration. They show that their measure of implied equity duration provides an effective measure of discount rate risk in equity securities.<\/p>\n\n\n\n<p>In this paper, we demonstrate that implied equity duration is also effective in measuring the risk of equity securities to unexpected macroeconomic events that disproportionately impact short run cash flows. Specifically, if an unexpected event causes the near-term cash flows of firms to be severely curtailed but has relatively little impact on the longer-term cash flows, then stocks with most of their expected future cash flows concentrated in the near-term (i.e., lower duration equities) will suffer the greatest loss in value.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" data-src=\"https:\/\/quantpedia.com\/app\/uploads\/2020\/08\/Untitled-296-Equity-Duration-Factor-during-Coronavirus-Pandemic-1.jpg\" alt=\"\" class=\"wp-image-7906 lazyload\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><\/figure>\n\n\n\n<p>We examine the ability of implied equity duration to explain US stock price behavior during the onset of the pandemic and find that it is effective in explaining both the magnitude and variability of equity returns. Over the three months between January 1, 2020 and March 31, 2020, we find that the returns from a hedge portfolio going long in the highest duration quintile (stocks with cash flows further into the future) and short in the lowest duration quintile exceeds 36% (144% on an annualized basis). Low duration equities also exhibit higher risk in the form of both higher market betas and higher stock return volatility over this period.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p>Visit Quantpedia to read the full article: <a href=\"https:\/\/quantpedia.com\/implied-equity-duration-as-a-measure-of-pandemic-shutdown-risk\/\">https:\/\/quantpedia.com\/implied-equity-duration-as-a-measure-of-pandemic-shutdown-risk\/<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Implied equity duration was originally developed to analyze the sensitivity of equity prices to discount rate changes. We demonstrate that implied equity duration is also useful for analyzing the sensitivity of equity prices to pandemic shutdowns.<\/p>\n","protected":false},"author":186,"featured_media":35042,"comment_status":"closed","ping_status":"open","sticky":true,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[339,338,341,351,344],"tags":[6585,4922,3897,8251,8252,494,4369],"contributors-categories":[13662],"class_list":{"0":"post-56529","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-data-science","8":"category-ibkr-quant-news","9":"category-quant-development","10":"category-quant-europe","11":"category-quant-regions","12":"tag-covid-19","13":"tag-econometrics","14":"tag-growth-stocks","15":"tag-implied-equity-duration","16":"tag-pandemic-shutdown","17":"tag-quant","18":"tag-value-stocks","19":"contributors-categories-quantpedia"},"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 v27.5) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Implied Equity Duration as a Measure of Pandemic Shutdown Risk<\/title>\n<meta name=\"description\" content=\"Implied equity duration served to analyze the sensitivity of equity prices to discount rate changes. It is also useful for analyzing the sensitivity of...\" \/>\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\/56529\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Implied Equity Duration as a Measure of Pandemic Shutdown Risk | IBKR Quant Blog\" \/>\n<meta property=\"og:description\" content=\"Implied equity duration served to analyze the sensitivity of equity prices to discount rate changes. It is also useful for analyzing the sensitivity of equity prices to pandemic shutdowns.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/implied-equity-duration-quantpedia-review-pandemic-shutdown-risk\/\" \/>\n<meta property=\"og:site_name\" content=\"IBKR Campus US\" \/>\n<meta property=\"article:published_time\" content=\"2020-08-19T13:43:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-05-15T14:30:04+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2020\/02\/tech-world.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"900\" \/>\n\t<meta property=\"og:image:height\" content=\"540\" \/>\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:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/ibkr-quant-news\\\/implied-equity-duration-quantpedia-review-pandemic-shutdown-risk\\\/#article\",\n\t            \"isPartOf\": {\n\t                \"@id\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/ibkr-quant-news\\\/implied-equity-duration-quantpedia-review-pandemic-shutdown-risk\\\/\"\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\": \"Implied Equity Duration as a Measure of Pandemic Shutdown Risk\",\n\t            \"datePublished\": \"2020-08-19T13:43:00+00:00\",\n\t            \"dateModified\": \"2024-05-15T14:30:04+00:00\",\n\t            \"mainEntityOfPage\": {\n\t                \"@id\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/ibkr-quant-news\\\/implied-equity-duration-quantpedia-review-pandemic-shutdown-risk\\\/\"\n\t            },\n\t            \"wordCount\": 532,\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\\\/implied-equity-duration-quantpedia-review-pandemic-shutdown-risk\\\/#primaryimage\"\n\t            },\n\t            \"thumbnailUrl\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2020\\\/02\\\/tech-world.jpg\",\n\t            \"keywords\": [\n\t                \"Covid-19\",\n\t                \"Econometrics\",\n\t                \"growth stocks\",\n\t                \"Implied Equity Duration\",\n\t                \"Pandemic Shutdown\",\n\t                \"Quant\",\n\t                \"value stocks\"\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            ],\n\t            \"inLanguage\": \"en-US\"\n\t        },\n\t        {\n\t            \"@type\": \"WebPage\",\n\t            \"@id\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/ibkr-quant-news\\\/implied-equity-duration-quantpedia-review-pandemic-shutdown-risk\\\/\",\n\t            \"url\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/ibkr-quant-news\\\/implied-equity-duration-quantpedia-review-pandemic-shutdown-risk\\\/\",\n\t            \"name\": \"Implied Equity Duration as a Measure of Pandemic Shutdown Risk | IBKR Quant Blog\",\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\\\/implied-equity-duration-quantpedia-review-pandemic-shutdown-risk\\\/#primaryimage\"\n\t            },\n\t            \"image\": {\n\t                \"@id\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/ibkr-quant-news\\\/implied-equity-duration-quantpedia-review-pandemic-shutdown-risk\\\/#primaryimage\"\n\t            },\n\t            \"thumbnailUrl\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2020\\\/02\\\/tech-world.jpg\",\n\t            \"datePublished\": \"2020-08-19T13:43:00+00:00\",\n\t            \"dateModified\": \"2024-05-15T14:30:04+00:00\",\n\t            \"description\": \"Implied equity duration served to analyze the sensitivity of equity prices to discount rate changes. It is also useful for analyzing the sensitivity of equity prices to pandemic shutdowns.\",\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\\\/implied-equity-duration-quantpedia-review-pandemic-shutdown-risk\\\/\"\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\\\/implied-equity-duration-quantpedia-review-pandemic-shutdown-risk\\\/#primaryimage\",\n\t            \"url\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2020\\\/02\\\/tech-world.jpg\",\n\t            \"contentUrl\": \"https:\\\/\\\/www.interactivebrokers.com\\\/campus\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2020\\\/02\\\/tech-world.jpg\",\n\t            \"width\": 900,\n\t            \"height\": 540,\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":"Implied Equity Duration as a Measure of Pandemic Shutdown Risk","description":"Implied equity duration served to analyze the sensitivity of equity prices to discount rate changes. It is also useful for analyzing the sensitivity of...","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\/56529\/","og_locale":"en_US","og_type":"article","og_title":"Implied Equity Duration as a Measure of Pandemic Shutdown Risk | IBKR Quant Blog","og_description":"Implied equity duration served to analyze the sensitivity of equity prices to discount rate changes. It is also useful for analyzing the sensitivity of equity prices to pandemic shutdowns.","og_url":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/implied-equity-duration-quantpedia-review-pandemic-shutdown-risk\/","og_site_name":"IBKR Campus US","article_published_time":"2020-08-19T13:43:00+00:00","article_modified_time":"2024-05-15T14:30:04+00:00","og_image":[{"width":900,"height":540,"url":"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2020\/02\/tech-world.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:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/implied-equity-duration-quantpedia-review-pandemic-shutdown-risk\/#article","isPartOf":{"@id":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/implied-equity-duration-quantpedia-review-pandemic-shutdown-risk\/"},"author":{"name":"Contributor Author","@id":"https:\/\/ibkrcampus.com\/campus\/#\/schema\/person\/e823e46b42ca381080387e794318a485"},"headline":"Implied Equity Duration as a Measure of Pandemic Shutdown Risk","datePublished":"2020-08-19T13:43:00+00:00","dateModified":"2024-05-15T14:30:04+00:00","mainEntityOfPage":{"@id":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/implied-equity-duration-quantpedia-review-pandemic-shutdown-risk\/"},"wordCount":532,"publisher":{"@id":"https:\/\/ibkrcampus.com\/campus\/#organization"},"image":{"@id":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/implied-equity-duration-quantpedia-review-pandemic-shutdown-risk\/#primaryimage"},"thumbnailUrl":"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2020\/02\/tech-world.jpg","keywords":["Covid-19","Econometrics","growth stocks","Implied Equity Duration","Pandemic Shutdown","Quant","value stocks"],"articleSection":["Data Science","Quant","Quant Development","Quant Europe","Quant Regions"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/implied-equity-duration-quantpedia-review-pandemic-shutdown-risk\/","url":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/implied-equity-duration-quantpedia-review-pandemic-shutdown-risk\/","name":"Implied Equity Duration as a Measure of Pandemic Shutdown Risk | IBKR Quant Blog","isPartOf":{"@id":"https:\/\/ibkrcampus.com\/campus\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/implied-equity-duration-quantpedia-review-pandemic-shutdown-risk\/#primaryimage"},"image":{"@id":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/implied-equity-duration-quantpedia-review-pandemic-shutdown-risk\/#primaryimage"},"thumbnailUrl":"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2020\/02\/tech-world.jpg","datePublished":"2020-08-19T13:43:00+00:00","dateModified":"2024-05-15T14:30:04+00:00","description":"Implied equity duration served to analyze the sensitivity of equity prices to discount rate changes. It is also useful for analyzing the sensitivity of equity prices to pandemic shutdowns.","inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/implied-equity-duration-quantpedia-review-pandemic-shutdown-risk\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.interactivebrokers.com\/campus\/ibkr-quant-news\/implied-equity-duration-quantpedia-review-pandemic-shutdown-risk\/#primaryimage","url":"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2020\/02\/tech-world.jpg","contentUrl":"https:\/\/www.interactivebrokers.com\/campus\/wp-content\/uploads\/sites\/2\/2020\/02\/tech-world.jpg","width":900,"height":540,"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\/2020\/02\/tech-world.jpg","_links":{"self":[{"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/posts\/56529","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=56529"}],"version-history":[{"count":0,"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/posts\/56529\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/media\/35042"}],"wp:attachment":[{"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/media?parent=56529"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/categories?post=56529"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/tags?post=56529"},{"taxonomy":"contributors-categories","embeddable":true,"href":"https:\/\/ibkrcampus.com\/campus\/wp-json\/wp\/v2\/contributors-categories?post=56529"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}