{"id":46343,"date":"2022-08-16T03:50:23","date_gmt":"2022-08-16T07:50:23","guid":{"rendered":"https:\/\/www.bloomberg.com\/professional\/insights\/data\/5-ways-ai-is-shaping-the-future-of-investment-research-2\/"},"modified":"2024-07-19T12:22:03","modified_gmt":"2024-07-19T16:22:03","slug":"5-ways-ai-is-shaping-the-future-of-investment-research-2","status":"publish","type":[3762],"link":"https:\/\/www.bloomberg.com\/professional\/insights\/data\/5-ways-ai-is-shaping-the-future-of-investment-research-2\/","title":{"rendered":"5 Ways AI is Shaping the Future of Investment Research"},"content":{"rendered":"<div  class=\"bbg-row-container\">\n    <style>section[data-anchor=row-6a060aee66fec]::before {\n\t\t\t\tbackground-color: #eeeeee;\n\t\t\t}<\/style>\n    <section class=\"bbg-row bg--custom-color  bg--eeeeee text--black bbg-row--full-bg-bleed\" data-anchor='row-6a060aee66fec'>\n        \n        \n        <div\n            class=\"bbg-row--content\"\n                    >\n            \n            <p><div\n    class=\"bbg-column bbg-column--width-2\"\n    style=\"\"\n    >\n    \n<\/div><div\n    class=\"bbg-column bbg-column--width-8 bbg-column--valign-bottom\"\n    style=\"\"\n    >\n    <p>    <ul class=\"bbg-categories_list\">\n                    <li>\n                <a href=\"https:\/\/www.bloomberg.com\/professional\/insights\/category\/data\/\" rel=\"category tag\">\n                    Data\n                <\/a>\n            <\/li>\n                    <li>\n                <a href=\"https:\/\/www.bloomberg.com\/professional\/insights\/category\/markets\/\" rel=\"category tag\">\n                    Markets\n                <\/a>\n            <\/li>\n                    <li>\n                <a href=\"https:\/\/www.bloomberg.com\/professional\/insights\/category\/technology\/\" rel=\"category tag\">\n                    Technology\n                <\/a>\n            <\/li>\n                    <li>\n                <a href=\"https:\/\/www.bloomberg.com\/professional\/insights\/category\/trading\/\" rel=\"category tag\">\n                    Trading\n                <\/a>\n            <\/li>\n            <\/ul>\n<div\n    class=\"bbg-spacer\"\n        style=\"height: 24px !important\"\n    >\n<\/div>    <h1 class=\"bbg-metadata bbg-metadata--title\">5 Ways AI is Shaping the Future of Investment Research<\/h1>\n<\/p>\n\n<\/div>\n\n\n                    <\/div>\n    <\/section>\n<\/div>\n\n<div  class=\"bbg-row-container\">\n    <section class=\"bbg-row  text--black row-padding--top-compact row-padding--bottom-none bbg-row--full-bg-bleed\" data-anchor='row-6a060aee6dc01'>\n        \n        \n        <div\n            class=\"bbg-row--content\"\n                    >\n            \n            <p><div\n    class=\"bbg-column bbg-column--width-2\"\n    style=\"\"\n    >\n    \n<\/div><div\n    class=\"bbg-column bbg-column--width-8\"\n    style=\"\"\n    >\n    <p><div\n    class=\"bbg-spacer\"\n        style=\"height: 40px !important\"\n    >\n<\/div><div\n\tclass=\"bb-wysiwyg byline\"\n\t\t>\n\t<p><strong>Bloomberg Professional Services<\/strong><\/p>\n\n<\/div>\n    <p class=\"bbg-metadata bbg-metadata--date\">August 16, 2022<\/p>\n<\/p>\n\n<\/div>\n\n\n                    <\/div>\n    <\/section>\n<\/div>\n\n<div  class=\"bbg-row-container\">\n    <section class=\"bbg-row  text--black row-padding--top-none bbg-row--full-bg-bleed\" data-anchor='row-6a060aee704a7'>\n        \n        \n        <div\n            class=\"bbg-row--content\"\n                    >\n            \n            <p><div\n    class=\"bbg-column bbg-column--width-2\"\n    style=\"\"\n    >\n    \n<\/div><div\n    class=\"bbg-column bbg-column--width-8\"\n    style=\"\"\n    >\n    <p><div\n\tclass=\"bb-wysiwyg\"\n\t\t>\n\t<p><em>This article was written by Louis Bellamacina and\u00a0Elizabeth Attah, Product Managers for Company Research &amp; Analysis at Bloomberg.<\/em><\/p>\n<p>Financial analysts need access to high-quality data and information on emerging trends to deliver timely, insightful research and maintain their competitive edge. Artificial intelligence (AI) has already transformed how analysts gather and analyze information and will continue to reshape the future of investment research as new and innovative uses of AI emerge. When faced with a seemingly infinite number of sources to mine for investment intelligence, automation is essential to delivering <a href=\"https:\/\/www.bloomberg.com\/professional\/blog\/seven-top-search-shifts-on-bloombergs-ai-powered-research-analytics-platform-this-earnings-seasons\/?tactic-page=597225\">credible and defensible investment research<\/a>.<\/p>\n<p>Bloomberg is at the forefront of this effort to transform how analysts conduct their research. Here are five ways Document Search <a href=\"https:\/\/bloom.bg\/3vqHSWz\" target=\"_blank\" rel=\"noopener noreferrer\">DS &lt;GO&gt;<\/a> harnesses the power of machine learning to make it even easier for analysts to find exactly the information they need.<\/p>\n\n<\/div>\n<div\n\tclass=\"bb-wysiwyg\"\n\t\t>\n\t<h2>1. AI Synonyms<\/h2>\n<p><em>Did management mention the \u201cR\u201d word Recession in their last earnings call? Here\u2019s how to find out.<\/em><\/p>\n\n<\/div>\n<div id=\"\" class=\"wpb_content_element bbg-single-image align-center\">\n    <figure class=\"bbg-single-image__figure\" style=\"max-width:1024px\">\n                <img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"733\" src=\"https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/professional\/sites\/10\/searchwithcontent.png\" class=\"bbg-single-image__image attachment-large\" alt=\"Search with context: Recession picks up contraction, slowdown, deterioration and other synonyms.\" title=\"searchwithcontent\" srcset=\"https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/professional\/sites\/10\/searchwithcontent.png 800w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/professional\/sites\/10\/searchwithcontent.png 552w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/professional\/sites\/10\/searchwithcontent.png 768w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/professional\/sites\/10\/searchwithcontent.png 600w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/professional\/sites\/10\/searchwithcontent.png 1142w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/>\n        \n                <figcaption class=\"bbg-single-image__caption\" style=\"text-align: left\">\n                Search with context: Recession picks up contraction, slowdown, deterioration and other synonyms.\n        <\/figcaption>\n            <\/figure>\n<\/div>\n\n<div\n\tclass=\"bb-wysiwyg\"\n\t\t>\n\t<p>To streamline the research process, Bloomberg clients tell us that they want to search with context without having to think about all the ways in which their search could be described. For example, a recession might be characterized as a downturn, slowdown, contraction, deterioration, etc. Without this broader context, you could miss out on important findings. Bloomberg AI uses the latest machine learning approaches to build intelligent synonym baskets that include the specific nuances of financial jargon.<\/p>\n<h2>2. Topic Classification<\/h2>\n<p><em>How often do you wish for an accurate digest of the top themes mentioned in relation to a company? <\/em><\/p>\n<p>Bloomberg\u2019s AI models incorporate a multitude of words and phrases that define a particular topic. When you open a company document on the terminal, you will see a summarization of the topics grouped by mentions alongside the document. Bloomberg\u2019s AI provides a contextual search of these topics. In the trends overview page within <a href=\"https:\/\/bloom.bg\/3vqHSWz\" target=\"_blank\" rel=\"noopener noreferrer\">DS&lt;GO&gt;<\/a>, you can uncover interesting patterns in historical topic mentions.<\/p>\n\n<\/div>\n<div id=\"\" class=\"wpb_content_element bbg-single-image align-center\">\n    <figure class=\"bbg-single-image__figure\" style=\"max-width:1024px\">\n                <img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"668\" src=\"https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/professional\/sites\/10\/searchanalytics.png\" class=\"bbg-single-image__image attachment-large\" alt=\"Search Analytics: Never miss out on the big trends and shifts in discussions.\" title=\"searchanalytics\" srcset=\"https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/professional\/sites\/10\/searchanalytics.png 800w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/professional\/sites\/10\/searchanalytics.png 552w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/professional\/sites\/10\/searchanalytics.png 768w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/professional\/sites\/10\/searchanalytics.png 600w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/professional\/sites\/10\/searchanalytics.png 1369w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/>\n        \n                <figcaption class=\"bbg-single-image__caption\" style=\"text-align: left\">\n                Search Analytics:  Never miss out on the big trends and shifts in discussions.\n        <\/figcaption>\n            <\/figure>\n<\/div>\n\n<div\n\tclass=\"bb-wysiwyg\"\n\t\t>\n\t<p>Using this approach, investment analysts can identify key issues quickly. They also spend less time searching for investment intelligence and more time analyzing it.<\/p>\n\n<\/div>\n<div id=\"\" class=\"wpb_content_element bbg-single-image align-center\">\n    <figure class=\"bbg-single-image__figure\" style=\"max-width:1024px\">\n                <img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"675\" src=\"https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/professional\/sites\/10\/Screenshot-viewer.png\" class=\"bbg-single-image__image attachment-large\" alt=\"Search Analytics: Quickly identify the biggest topics in earnings calls with topic summarization.\" title=\"Screenshot-viewer\" srcset=\"https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/professional\/sites\/10\/Screenshot-viewer.png 800w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/professional\/sites\/10\/Screenshot-viewer.png 552w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/professional\/sites\/10\/Screenshot-viewer.png 768w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/professional\/sites\/10\/Screenshot-viewer.png 600w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/professional\/sites\/10\/Screenshot-viewer.png 1062w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/>\n        \n                <figcaption class=\"bbg-single-image__caption\" style=\"text-align: left\">\n                Search Analytics: Quickly identify the biggest topics in earnings calls with topic summarization.\n        <\/figcaption>\n            <\/figure>\n<\/div>\n\n<div\n\tclass=\"bb-wysiwyg\"\n\t\t>\n\t<h2>3. Search Ranking<\/h2>\n<p><em>Do you need help locating the most relevant documents?<\/em><\/p>\n<p>Bloomberg provides everything you could possibly want to read about the companies you cover. However, with access to over 200 million financial documents via Bloomberg, how do you identify the documents relevant to your research? Bloomberg\u2019s AI relevancy models identify critical documents, prioritizing them to the top of your search requests. For example, when a company releases its quarterly or annual earnings, in addition to the company\u2019s reports, multiple press releases and market commentary will flood your feed.<\/p>\n<p>Bloomberg\u2019s AI relevancy models detect the most important and insightful documents, surfacing them to the top. We also include your firm&#8217;s notes to ensure the house view is not lost in the market frenzy.<\/p>\n\n<\/div>\n<div class=\"bbg-interstitial\" aria-label=\"interstitial\" tabindex=\"0\">\n\t<style>\n\t\t.bbg-interstitial #card_1.bbg-card_hasCta{\n\t\t\tbackground:rgba(0,0,0,0);\n\t\t\tpadding: 104px;\n\t\t\t\n\t\t\t\n\t\t}\n\t\t.bbg-interstitial #card_1.bbg-card_hasCta .bbg-card__content, .bbg-interstitial #card_1.bbg-card_hasCta .bbg-card__content p{\n\t\t\tcolor:inherit;\n\t\t}\n\t\t@media (max-width: 768px) {\n\t\t\t.bbg-interstitial #card_1.bbg-card_hasCta{\n\t\t\t\tpadding: 80px 32px;\n\t\t\t}\n\t\t}\n\t\t@media (max-width: 480px) {\n\t\t\t.bbg-interstitial #card_1.bbg-card_hasCta{\n\t\t\t\tpadding: 80px 18px;\n\t\t\t}\n\t\t}\n\t<\/style>\n\t<div class=\"wpb_content_element bbg-card  bbg-card-dark bbg-card_hasCta has_interstitial\" id=\"card_1\" data-card_type=\"no_image\">\n  \n  \n  <div class=\"bbg-card__innerwrapper\">\n    <div class=\"bbg-card__content\">\n      \n      \n                      <h3 class=\"bbg-card__title\">Explore tools to generate your next idea<\/h3>\n      \n              <div class=\"bbg-card__wysiwyg bb-wysiwyg\"><p>Learn more<\/p>\n<\/div>\n          <\/div>\n\n          \n<div\n  id=\"cta_2752525029365859820\"\n  class=\"wpb_content_element bbg-cta icon icon-arrow\">\n  <style>\n    \n    \n    \n  <\/style>\n  <div\n    class=\"bbg-cta-link link-holder\"\n    data-links-type=\"cta-links\">\n    <p class=\"bbg-cta-p right\">\n      <a\n        class=\"bbg-cta-link link interstitial_cta\"\n        href=\"https:\/\/www.bloomberg.com\/professional\/solutions\/asset-management\/analyst\/\"\n        target=\"_blank\"\n        rel=\"\"\n        data-section-name=\"\"\n                role=\"button\"\n        aria-label=\"Learn more\"\n        >\n                <\/a>\n    <\/p>\n  <\/div>\n<\/div>\n\n      <\/div>\n\n  <\/div>\n\n<\/div>\n<div\n\tclass=\"bb-wysiwyg\"\n\t\t>\n\t<h2>4. Search that Understands You<\/h2>\n<p><em>Were you just looking for a specific filing?<\/em><\/p>\n<p>Bloomberg has multiple natural language processing (NLP) models to understand natural language queries better and answer your search queries with superior results. For example, when you type \u201c10k\u201d, do you mean \u201cForm 10-K\u201d? Should Bloomberg interpret a search for \u201capple research\u201d as research on \u201cAPPL US Equity\u201d?\u00a0 Should a search for \u201cChina\u201d instead involve a search for \u201cChinese companies\u201d or any mentions of China?<\/p>\n<p>Bloomberg will continue to invest in the latest NLP detection to ensure you receive the most accurate search results and access to the forms, topics, research, and company data you need to develop insightful analysis.<\/p>\n\n<\/div>\n<div id=\"\" class=\"wpb_content_element bbg-single-image align-center\">\n    <figure class=\"bbg-single-image__figure\" style=\"max-width:1024px\">\n                <img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"522\" src=\"https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/professional\/sites\/10\/Screenshot-NLP.png\" class=\"bbg-single-image__image attachment-large\" alt=\"Natural Language Detection: Search within 10Ks for mentions of china revenue.\" title=\"Screenshot-NLP\" srcset=\"https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/professional\/sites\/10\/Screenshot-NLP.png 800w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/professional\/sites\/10\/Screenshot-NLP.png 552w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/professional\/sites\/10\/Screenshot-NLP.png 768w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/professional\/sites\/10\/Screenshot-NLP.png 600w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/professional\/sites\/10\/Screenshot-NLP.png 1368w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/>\n        \n                <figcaption class=\"bbg-single-image__caption\" style=\"text-align: left\">\n                Natural Language Detection: Search within 10Ks for mentions of china revenue.\n        <\/figcaption>\n            <\/figure>\n<\/div>\n\n<div\n\tclass=\"bb-wysiwyg\"\n\t\t>\n\t<h2>5. Spell Check and Language Translation<\/h2>\n<p><em>Did your search include typos? Need to translate foreign regulatory filings into another language? <\/em><\/p>\n<p>While conducting research, it\u2019s easy to make mistakes when entering queries. Did you mean \u201csupply chain\u201d when you searched for \u201csuppy chain\u201d? Bloomberg\u2019s technology can identify typos and quickly deliver results using the correct term.<\/p>\n<p>While searching for investment opportunities in overseas markets, translating regulatory filings into your first language is critical. Whether you want to translate a filing from Chinese to German or English, Bloomberg can deliver the translated document.<\/p>\n<p>And while listening to an earnings call, would seeing a live text feed allow you to multi-task and monitor additional documents and communications in real-time? Bloomberg\u2019s AI are focused on solving these problems, so you will never miss out on a key topic in the moment.<\/p>\n\n<\/div>\n<div\n\tclass=\"bb-wysiwyg\"\n\t\t>\n\t<h2>Bloomberg\u2019s AI is Shaping the Future of Investment<\/h2>\n<p>With access to the latest AI technology and language models, Bloomberg streamlines and improves the investment research process. This includes using AI synonyms, assigning relevant topics to documents, ranking search results according to their relevancy, ensuring the accuracy of search queries, facilitating document translations, and providing the means to analyze earnings calls in real-time.<\/p>\n<p>An analyst\u2019s research is only as good as the tools at their disposal. Embedding AI to automate, streamline, and improve an analyst\u2019s effectiveness and efficiency is critical to thriving in today\u2019s financial markets.<\/p>\n<p><em>Learn more and get started by running the function <a href=\"https:\/\/bloom.bg\/3vqHSWz\" target=\"_blank\" rel=\"noopener noreferrer\">DS &lt;GO&gt;<\/a> or <a href=\"https:\/\/www.bloomberg.com\/professional\/request-demo\/\">request a demo<\/a>.<\/em><\/p>\n\n<\/div>\n\n<\/div><div\n    class=\"bbg-column bbg-column--width-2\"\n    style=\"\"\n    >\n    \n<\/div>\n\n\n                    <\/div>\n    <\/section>\n<\/div>\n\n<div  class=\"bbg-row-container\">\n    <style>section[data-anchor=row-6a060aee858cc]::before {\n\t\t\t\tbackground-color: #eeeeee;\n\t\t\t}<\/style>\n    <section class=\"bbg-row bg--custom-color  bg--eeeeee text--black bbg-row--full-bg-bleed\" data-anchor='row-6a060aee858cc'>\n        \n        \n        <div\n            class=\"bbg-row--content\"\n                    >\n            \n        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