{"id":44904,"date":"2026-02-09T12:07:00","date_gmt":"2026-02-09T17:07:00","guid":{"rendered":"https:\/\/www.bloomberg.com\/company\/press\/flirting-with-models-podcast-data-as-the-true-competitive-moat\/"},"modified":"2026-02-09T12:07:00","modified_gmt":"2026-02-09T17:07:00","slug":"flirting-with-models-podcast-data-as-the-true-competitive-moat","status":"publish","type":"press","link":"https:\/\/www.bloomberg.com\/company\/press\/flirting-with-models-podcast-data-as-the-true-competitive-moat\/","title":{"rendered":"Flirting with Models Podcast | Data as the True Competitive Moat"},"content":{"rendered":"<div class='bbg-row bbg-bg--white ' data-anchor='row-6a01e3c14793a'>\n  \n\t\n\t\n\t<div class=\"bbg-row--content\">\n\t\t\n\t\t\t<div class='bbg-column'>\n\t<div class='bb-wysiwyg'>\n    \n    <p>In this episode of <a href=\"https:\/\/www.flirtingwithmodels.com\/\">Flirting with Models<\/a>, host Corey Hoffstein speaks with Angana Jacob, Global Head of Research Data, Bloomberg Enterprise Data.<\/p>\n<p>They talk about Angana\u2019s career path through quantitative research and data platforms, and how the industry has evolved from a world dominated by bespoke models and backtests to one where many models have become increasingly commoditized. A central theme of their conversation is the idea that while models are easier than ever to replicate, data \u2014 how it\u2019s sourced, cleaned, standardized, linked, and delivered \u2014 has become the true competitive moat.<\/p>\n<p>They discuss what it means to \u201cdo data correctly,\u201d how Bloomberg decides which datasets to build or sunset, how modern quants think about their data pipelines and tech stacks, and why aligning research data with production and back-office systems matters more than most people realize. Throughout the episode, they focus on Bloomberg\u2019s goal of shortening a client\u2019s time to alpha, and what that looks like in practice.<\/p>\n<p>At its core, this episode is about a simple but powerful idea: when everyone has access to similar models, durable edge increasingly comes from the data beneath them.<\/p>\n<p><strong>&gt;&gt; Listen to the full interview on: <a href=\"https:\/\/podcasts.apple.com\/us\/podcast\/angana-jacob-data-as-the-true-competitive-moat-s7e26\/id1402620531?i=1000748851428\">Apple Podcasts<\/a>, <a href=\"https:\/\/open.spotify.com\/episode\/3U9aT2aqCS2ohZdoVBqxuY\">Spotify<\/a> or <a href=\"https:\/\/www.youtube.com\/watch?v=B3EG2k6G29M\">YouTube<\/a>.\u00a0<\/strong><\/p>\n<h2><strong>Episode Chapters<\/strong><\/h2>\n<p><span class=\"yt-core-attributed-string--link-inherit-color\" dir=\"auto\">0:53<\/span><span class=\"yt-core-attributed-string--link-inherit-color\" dir=\"auto\"> &#8211; Guest introduction and career journey <\/span><\/p>\n<p><span class=\"yt-core-attributed-string--link-inherit-color\" dir=\"auto\">5:13<\/span><span class=\"yt-core-attributed-string--link-inherit-color\" dir=\"auto\"> &#8211; Evolution of quant research and the importance of data <\/span><\/p>\n<p><span class=\"yt-core-attributed-string--link-inherit-color\" dir=\"auto\">12:28<\/span><span class=\"yt-core-attributed-string--link-inherit-color\" dir=\"auto\"> &#8211; Bloomberg&#8217;s approach to data and shortening time to alpha <\/span><\/p>\n<p><span class=\"yt-core-attributed-string--link-inherit-color\" dir=\"auto\">16:17<\/span><span class=\"yt-core-attributed-string--link-inherit-color\" dir=\"auto\"> &#8211; Building vs. buying data sets and their life cycle at Bloomberg <\/span><\/p>\n<p><span class=\"yt-core-attributed-string--link-inherit-color\" dir=\"auto\">20:37<\/span><span class=\"yt-core-attributed-string--link-inherit-color\" dir=\"auto\"> &#8211; Building a company geographic exposure data set <\/span><\/p>\n<p><span class=\"yt-core-attributed-string--link-inherit-color\" dir=\"auto\">23:21<\/span><span class=\"yt-core-attributed-string--link-inherit-color\" dir=\"auto\"> &#8211; Evolution of quant data pipelines and alignment across offices <\/span><\/p>\n<p><span class=\"yt-core-attributed-string--link-inherit-color\" dir=\"auto\">29:13<\/span><span class=\"yt-core-attributed-string--link-inherit-color\" dir=\"auto\"> &#8211; Modern tech stack and challenges in data platform development <\/span><\/p>\n<p><span class=\"yt-core-attributed-string--link-inherit-color\" dir=\"auto\">38:15<\/span><span class=\"yt-core-attributed-string--link-inherit-color\" dir=\"auto\"> &#8211; Balancing raw data with value-added modeling <\/span><\/p>\n<p><span class=\"yt-core-attributed-string--link-inherit-color\" dir=\"auto\">42:02<\/span><span class=\"yt-core-attributed-string--link-inherit-color\" dir=\"auto\"> &#8211; Surprising trends in data usage and strategy convergence <\/span><\/p>\n<p><span class=\"yt-core-attributed-string--link-inherit-color\" dir=\"auto\">46:28<\/span><span class=\"yt-core-attributed-string--link-inherit-color\" dir=\"auto\"> &#8211; Future trends in data needs and the next frontier <\/span><\/p>\n<p><span class=\"yt-core-attributed-string--link-inherit-color\" dir=\"auto\">49:03<\/span><span class=\"yt-core-attributed-string--link-inherit-color\" dir=\"auto\"> &#8211; Common mistakes and lessons in data wrangling <\/span><\/p>\n<p><span class=\"yt-core-attributed-string--link-inherit-color\" dir=\"auto\">51:25<\/span><span class=\"yt-core-attributed-string--link-inherit-color\" dir=\"auto\"> &#8211; Advice for quants on leveraging data <\/span><\/p>\n<p><span class=\"yt-core-attributed-string--link-inherit-color\" dir=\"auto\">54:08<\/span><span class=\"yt-core-attributed-string--link-inherit-color\" dir=\"auto\"> &#8211; Guest&#8217;s current obsessions outside of work<\/span><\/p>\n\n<\/div>\n\n\n<\/div>\n\n\n\t\t\n\t<\/div>\n<\/div>\n\n","protected":false},"excerpt":{"rendered":"In this episode of Flirting with Models, host Corey Hoffstein speaks with Angana Jacob, Global Head of Research Data, Bloomberg Enterprise Data. They talk about Angana\u2019s career path through quantitative research and data platforms, and how the industry has evolved from a world dominated by bespoke models and backtests to one where many models have [...]","protected":false},"featured_media":44918,"template":"","format":"standard","categories":[1469,86,84],"press_tag":[2395,2138,2404,97,1347,1331,2392,2189,1364],"class_list":["post-44904","press","type-press","status-publish","format-standard","has-post-thumbnail","hentry","category-announcements","category-bloomberg-professional-services","category-data","press_tag-alpha-generation","press_tag-angana-jacob","press_tag-corey-hoffstein","press_tag-data","press_tag-enterprise-data","press_tag-media-mentions","press_tag-quant","press_tag-research-data","press_tag-technology"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v19.11 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Flirting with Models Podcast | Data as the True Competitive Moat | Press | Bloomberg LP<\/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.bloomberg.com\/company\/press\/flirting-with-models-podcast-data-as-the-true-competitive-moat\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Flirting with Models Podcast | Data as the True Competitive Moat | Press | Bloomberg LP\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.bloomberg.com\/company\/press\/flirting-with-models-podcast-data-as-the-true-competitive-moat\/\" \/>\n<meta property=\"og:site_name\" content=\"Bloomberg L.P.\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/bloomberglp\/\" \/>\n<meta property=\"og:image\" content=\"https:\/\/assets.bbhub.io\/company\/sites\/51\/2026\/02\/Angana_Flirting-with-Models-Podcast_Imagery1-240x300.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1080\" \/>\n\t<meta property=\"og:image:height\" content=\"1350\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:image\" content=\"https:\/\/assets.bbhub.io\/company\/sites\/51\/2026\/02\/Angana_Flirting-with-Models-Podcast_Imagery1-240x300.png\" \/>\n<meta name=\"twitter:site\" content=\"@bloomberg\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"2 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.bloomberg.com\/company\/press\/flirting-with-models-podcast-data-as-the-true-competitive-moat\/\",\"url\":\"https:\/\/www.bloomberg.com\/company\/press\/flirting-with-models-podcast-data-as-the-true-competitive-moat\/\",\"name\":\"Flirting with Models Podcast | Data as the True Competitive Moat | Press | Bloomberg LP\",\"isPartOf\":{\"@id\":\"https:\/\/www.bloomberg.com\/company\/#website\"},\"datePublished\":\"2026-02-09T17:07:00+00:00\",\"dateModified\":\"2026-02-09T17:07:00+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/www.bloomberg.com\/company\/press\/flirting-with-models-podcast-data-as-the-true-competitive-moat\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.bloomberg.com\/company\/press\/flirting-with-models-podcast-data-as-the-true-competitive-moat\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.bloomberg.com\/company\/press\/flirting-with-models-podcast-data-as-the-true-competitive-moat\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":\"1\",\"name\":\"Home\",\"item\":\"https:\/\/www.bloomberg.com\/company\/\"},{\"@type\":\"ListItem\",\"position\":\"2\",\"name\":\"Flirting with Models Podcast | Data as the True Competitive Moat\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.bloomberg.com\/company\/#website\",\"url\":\"https:\/\/www.bloomberg.com\/company\/\",\"name\":\"Bloomberg L.P.\",\"description\":\"Bloomberg L.P. is the leader in global business and financial information, enabling customers to make smarter, faster, more informed business decisions.\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.bloomberg.com\/company\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"en-US\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Flirting with Models Podcast | Data as the True Competitive Moat | Press | Bloomberg LP","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.bloomberg.com\/company\/press\/flirting-with-models-podcast-data-as-the-true-competitive-moat\/","og_locale":"en_US","og_type":"article","og_title":"Flirting with Models Podcast | Data as the True Competitive Moat | Press | Bloomberg LP","og_url":"https:\/\/www.bloomberg.com\/company\/press\/flirting-with-models-podcast-data-as-the-true-competitive-moat\/","og_site_name":"Bloomberg L.P.","article_publisher":"https:\/\/www.facebook.com\/bloomberglp\/","og_image":[{"width":1080,"height":1350,"url":"https:\/\/assets.bbhub.io\/company\/sites\/51\/2026\/02\/Angana_Flirting-with-Models-Podcast_Imagery1-240x300.png","type":"image\/png"}],"twitter_card":"summary_large_image","twitter_image":"https:\/\/assets.bbhub.io\/company\/sites\/51\/2026\/02\/Angana_Flirting-with-Models-Podcast_Imagery1-240x300.png","twitter_site":"@bloomberg","twitter_misc":{"Est. reading time":"2 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.bloomberg.com\/company\/press\/flirting-with-models-podcast-data-as-the-true-competitive-moat\/","url":"https:\/\/www.bloomberg.com\/company\/press\/flirting-with-models-podcast-data-as-the-true-competitive-moat\/","name":"Flirting with Models Podcast | Data as the True Competitive Moat | Press | Bloomberg LP","isPartOf":{"@id":"https:\/\/www.bloomberg.com\/company\/#website"},"datePublished":"2026-02-09T17:07:00+00:00","dateModified":"2026-02-09T17:07:00+00:00","breadcrumb":{"@id":"https:\/\/www.bloomberg.com\/company\/press\/flirting-with-models-podcast-data-as-the-true-competitive-moat\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.bloomberg.com\/company\/press\/flirting-with-models-podcast-data-as-the-true-competitive-moat\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.bloomberg.com\/company\/press\/flirting-with-models-podcast-data-as-the-true-competitive-moat\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":"1","name":"Home","item":"https:\/\/www.bloomberg.com\/company\/"},{"@type":"ListItem","position":"2","name":"Flirting with Models Podcast | Data as the True Competitive Moat"}]},{"@type":"WebSite","@id":"https:\/\/www.bloomberg.com\/company\/#website","url":"https:\/\/www.bloomberg.com\/company\/","name":"Bloomberg L.P.","description":"Bloomberg L.P. is the leader in global business and financial information, enabling customers to make smarter, faster, more informed business decisions.","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.bloomberg.com\/company\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"en-US"}]}},"featured_image_rendered":"<img srcset='https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&type=webp&url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2026\/02\/Angana_Flirting-with-Models-Podcast_Imagery1.png 152w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&type=webp&url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2026\/02\/Angana_Flirting-with-Models-Podcast_Imagery1.png 240w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&type=webp&url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2026\/02\/Angana_Flirting-with-Models-Podcast_Imagery1.png 819w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&type=webp&url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2026\/02\/Angana_Flirting-with-Models-Podcast_Imagery1.png 768w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&type=webp&url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2026\/02\/Angana_Flirting-with-Models-Podcast_Imagery1.png 1080w' src='https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&type=webp&url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2026\/02\/Angana_Flirting-with-Models-Podcast_Imagery1.png' alt='' \/>","category_info":{"name":"Announcements","blog_landing_name":"Press"},"_links":{"self":[{"href":"https:\/\/www.bloomberg.com\/company\/wp-json\/wp\/v2\/press\/44904","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.bloomberg.com\/company\/wp-json\/wp\/v2\/press"}],"about":[{"href":"https:\/\/www.bloomberg.com\/company\/wp-json\/wp\/v2\/types\/press"}],"version-history":[{"count":7,"href":"https:\/\/www.bloomberg.com\/company\/wp-json\/wp\/v2\/press\/44904\/revisions"}],"predecessor-version":[{"id":44917,"href":"https:\/\/www.bloomberg.com\/company\/wp-json\/wp\/v2\/press\/44904\/revisions\/44917"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.bloomberg.com\/company\/wp-json\/wp\/v2\/media\/44918"}],"wp:attachment":[{"href":"https:\/\/www.bloomberg.com\/company\/wp-json\/wp\/v2\/media?parent=44904"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.bloomberg.com\/company\/wp-json\/wp\/v2\/categories?post=44904"},{"taxonomy":"press_tag","embeddable":true,"href":"https:\/\/www.bloomberg.com\/company\/wp-json\/wp\/v2\/press_tag?post=44904"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}