{"id":32854,"date":"2025-02-18T10:44:11","date_gmt":"2025-02-18T02:44:11","guid":{"rendered":"https:\/\/www.tejwin.com\/?post_type=insight&#038;p=32854"},"modified":"2025-03-19T14:01:18","modified_gmt":"2025-03-19T06:01:18","slug":"integrate-alternative-data-into-the-investment-process","status":"publish","type":"insight","link":"https:\/\/www.tejwin.com\/en\/insight\/integrate-alternative-data-into-the-investment-process\/","title":{"rendered":"Alternative Data Integration: Step-by-Step Guide for Investors"},"content":{"rendered":"\n<p>Struggling to keep pace with data-driven competitors? Poor alternative data integration means missed opportunities and lagging returns. This article reveals how to strategically evaluate and integrate alternative data, ensuring your measurement unit is precise for maximum impact.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/www.tejwin.com\/wp-content\/uploads\/image-59.jpeg\" alt=\"From clearly defining your data needs and rigorously testing data sets, to efficient ingestion, and extracting meaningful signals, each stage provides a step-by-step approach to making the most of alternative data.\" class=\"wp-image-32869\" srcset=\"https:\/\/www.tejwin.com\/wp-content\/uploads\/image-59.jpeg 1024w, https:\/\/www.tejwin.com\/wp-content\/uploads\/image-59-300x300.jpeg 300w, https:\/\/www.tejwin.com\/wp-content\/uploads\/image-59-150x150.jpeg 150w, https:\/\/www.tejwin.com\/wp-content\/uploads\/image-59-768x768.jpeg 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_81 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<label for=\"ez-toc-cssicon-toggle-item-69d05dc8ba39f\" class=\"ez-toc-cssicon-toggle-label\"><span class=\"ez-toc-cssicon\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/label><input type=\"checkbox\"  id=\"ez-toc-cssicon-toggle-item-69d05dc8ba39f\"  aria-label=\"Toggle\" \/><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.tejwin.com\/en\/insight\/integrate-alternative-data-into-the-investment-process\/#Essential_Stages_to_Use_Alternative_Data_in_Investment_Processes\" >Essential Stages to Use Alternative Data in Investment Processes<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.tejwin.com\/en\/insight\/integrate-alternative-data-into-the-investment-process\/#Defining_Your_Data_Needs\" >Defining Your Data Needs<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.tejwin.com\/en\/insight\/integrate-alternative-data-into-the-investment-process\/#Testing_the_Dataset\" >Testing the Dataset<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.tejwin.com\/en\/insight\/integrate-alternative-data-into-the-investment-process\/#Data_Ingestion\" >Data Ingestion<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.tejwin.com\/en\/insight\/integrate-alternative-data-into-the-investment-process\/#Signal_Extraction_and_Model_Building\" >Signal Extraction and Model Building<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.tejwin.com\/en\/insight\/integrate-alternative-data-into-the-investment-process\/#Reporting_and_Monitoring\" >Reporting and Monitoring<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.tejwin.com\/en\/insight\/integrate-alternative-data-into-the-investment-process\/#Implementing_Controls\" >Implementing Controls<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/www.tejwin.com\/en\/insight\/integrate-alternative-data-into-the-investment-process\/#Methods_to_Assess_Alternative_Database\" >Methods to Assess Alternative Database<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/www.tejwin.com\/en\/insight\/integrate-alternative-data-into-the-investment-process\/#Assessing_Signal_Strength\" >Assessing Signal Strength<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/www.tejwin.com\/en\/insight\/integrate-alternative-data-into-the-investment-process\/#Data_Scope_and_Quality\" >Data Scope and Quality<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/www.tejwin.com\/en\/insight\/integrate-alternative-data-into-the-investment-process\/#Optimize_Alternative_Data_Investment_Strategies_with_TEJ\" >Optimize Alternative Data Investment Strategies with TEJ<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Essential_Stages_to_Use_Alternative_Data_in_Investment_Processes\"><\/span><strong>Essential Stages to Use Alternative Data in Investment Processes<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>This section outlines the essential stages for integrating alternative data into the investment process. From clearly defining your data needs and rigorously testing data sets, to efficient ingestion, and extracting meaningful signals, each stage provides a step-by-step approach to making the most of alternative data. Read on to learn how to gain a competitive edge using a carefully structured approach.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Defining_Your_Data_Needs\"><\/span>Defining Your Data Needs<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Integrating alternative data requires precise business requirements, achieved through collaboration between portfolio managers, analysts, and data scientists. Key needs include defining the data\u2014from credit card to satellite data\u2014tailored to the investment strategy.&nbsp;<\/p>\n\n\n\n<p>The data&#8217;s format (structured, unstructured, or point-in-time) depends on the firm&#8217;s tech. Clear functional needs, like format, delivery, and history are crucial. Support requirements, such as channels and time zones, are also vital.<\/p>\n\n\n\n<p>Ready to explore outstanding alternative datasets? Leverage <a href=\"https:\/\/www.tejwin.com\/en\/databank-solution\/alternative-data\/\">TEJ Alternative Data solutions<\/a> for <a href=\"https:\/\/www.tejwin.com\/en\/insight\/long-short-equity\/\">long-short equity methods<\/a>, <a href=\"https:\/\/www.tejwin.com\/en\/insight\/quantitative-data-analysis\/\">quantitative data analysis<\/a>, and <a href=\"https:\/\/www.tejwin.com\/en\/insight\/event-driven-investing\/\">event-driven investing<\/a> to enhance your trading strategy today!<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-a89b3969 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-75 has-tablet-text-align-center has-mobile-text-align-center\"><a class=\"wp-block-button__link has-background wp-element-button\" href=\"https:\/\/www.tejwin.com\/en\/contact\/\" style=\"background-color:#005180\" target=\"_blank\" rel=\"noreferrer noopener\">Contact Us<\/a><\/div>\n<\/div>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Testing_the_Dataset\"><\/span>Testing the Dataset<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Before committing to alternative data, test its quality and potential.&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Evaluate the data based on accuracy, which involves tracing its lineage and longevity, considering vendor contracts.&nbsp;<\/li>\n\n\n\n<li>Check representativeness to see if data predicts key performance indicators, often using initial vendor backtests.&nbsp;<\/li>\n\n\n\n<li>Verify backward compatibility with your systems, focusing on format and frequency.&nbsp;<\/li>\n\n\n\n<li>Assess the uniqueness of the data, noting that widespread adoption can lessen its value.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Data_Ingestion\"><\/span>Data Ingestion<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Effective data ingestion follows a successful trial. High-frequency data is best imported in real-time using custom APIs, whereas lower-frequency data is processed in batches using formats like XML, CSV, or Parquet. Unstructured data needs pre-processing before combining it with structured data. Data is then stored appropriately: structured data in SQL databases, and link-based data in graph databases. This efficient process makes all data ready for analysis.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Signal_Extraction_and_Model_Building\"><\/span>Signal Extraction and Model Building<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Extracting signals and building models is vital for using alternative data effectively. This may mean finding buy\/sell signals or volatility forecasts. The process begins with brainstorming sessions to create testable hypotheses. Data scientists then choose appropriate modeling strategies. Backtesting determines if the signals generate sufficient alpha, which is the investment&#8217;s performance relative to a benchmark. If the results are positive, the models are implemented for live use, and their performance is tracked. Data must prove it&#8217;s worth the cost of acquiring, processing, and storing, to ensure it is an asset rather than a liability.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Reporting_and_Monitoring\"><\/span>Reporting and Monitoring<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>After integrating alternative data, it&#8217;s essential to set up clear reporting and monitoring. This includes dashboards that show key insights in an actionable way for leaders. These dashboards need easy-to-use interfaces for clear communication of trends and patterns. Also, have a flexible system to adapt to changing data and market conditions. Continually monitor both data quality and model performance, making necessary adjustments to keep up with changing market conditions.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Implementing_Controls\"><\/span>Implementing Controls<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Using alternative data introduces risks.&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Model risk<\/strong>, due to integrating new data into models, can cause inconsistencies from poor updates or faulty linkages. Mitigate this by establishing a strong Model Risk Management (MRM) framework.&nbsp;<\/li>\n\n\n\n<li><strong>Vendor risk<\/strong>, common with new data providers, includes changes in data methods or terms of use. Have protocols to monitor vendors, pause the use of any impacted data, and consult legal teams.&nbsp;<\/li>\n\n\n\n<li><strong>Regulatory risk<\/strong>, concerning MNPI and PII, needs documented policies and procedures to prevent unauthorized use. Choose vendors with strong compliance practices, since regulators may penalize firms for the unintended use of PII if due diligence isn&#8217;t shown.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Methods_to_Assess_Alternative_Database\"><\/span><strong>Methods to Assess Alternative Database<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>To invest in alternative data, it\u2019s crucial to evaluate its real potential. The following reveals how to assess a dataset&#8217;s true value by examining its signal strength, scope, and quality. Unlock the key to making informed decisions about which data sources will fuel your investment success and which ones to leave behind.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Assessing_Signal_Strength\"><\/span>Assessing Signal Strength<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Evaluating data requires assessing its signal strength using vendor-provided research. This might include correlation analysis between the data and metrics like a company&#8217;s revenue. A vendor might show a 0.7 correlation between their data and revenue growth. This detailed quantitative assessment enables informed decisions about investing in a new dataset.<\/p>\n\n\n\n<p><strong>Important Reminder<\/strong>: This analysis is for reference only and does not constitute any product or investment advice.<\/p>\n\n\n\n<p>We welcome readers interested in various trading strategies to consider purchasing relevant solutions from&nbsp;<a href=\"https:\/\/www.tejwin.com\/en\/solution\/quantitative-finance-solution\/\" class=\"ek-link\"><strong><mark style=\"background-color:#ffdf88\" class=\"has-inline-color\">Quantitative Finance Solution<\/mark><\/strong><\/a>. With our high-quality databases, you can construct a trading strategy that suits your needs.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100 has-custom-font-size\" style=\"font-size:22px\"><a class=\"wp-block-button__link has-background wp-element-button\" href=\"https:\/\/www.tejwin.com\/en\/databank-solution\/financial-data\/\" style=\"border-radius:16px;background:linear-gradient(135deg,rgb(243,224,131) 0%,rgb(102,197,166) 50%,rgb(51,132,181) 100%)\"><strong>Access to Comprehensive Quantitative Data<\/strong><br><strong>Start Building Portfolios That Outperform the Market Today!<\/strong><\/a><\/div>\n<\/div>\n\n\n\n<div style=\"height:22px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"has-text-align-center\" style=\"font-size:32px\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\"><strong><em>&#8220;Taiwan stock market data, TEJ collect it all.&#8221;<\/em><\/strong><\/mark><\/p>\n\n\n\n<p>The characteristics of the Taiwan stock market differ from those of other European and American markets. Especially in the first quarter of 2024, with the <strong><mark style=\"background-color:rgba(0, 0, 0, 0);color:#c05d5d\" class=\"has-inline-color\">Taiwan Stock Exchange reaching a new high of 20,000 points<\/mark><\/strong> due to the rise in TSMC&#8217;s stock price, global institutional investors are paying more attention to the performance of the Taiwan stock market.&nbsp;<\/p>\n\n\n\n<p><strong><mark style=\"background-color:rgba(0, 0, 0, 0);color:#0978b8\" class=\"has-inline-color\">Taiwan Economical Journal (TEJ)<\/mark><\/strong>, a financial database established in Taiwan for over 30 years, serves local financial institutions and academic institutions, and has long-term cooperation with internationally renowned data providers, providing high-quality financial data for five financial markets in Asia.&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong><mark style=\"background-color:#ebc766\" class=\"has-inline-color has-black-color\">Complete Coverage<\/mark><\/strong>: Includes all listed companies on stock markets in Taiwan, China, Hong Kong, Japan, Korea, etc.&nbsp;<\/li>\n\n\n\n<li><strong><mark style=\"background-color:#ebc766\" class=\"has-inline-color\">Comprehensive Analysis of Enterprises<\/mark><\/strong>: Operational aspects, financial aspects, securities market performance, ESG sustainability, etc.&nbsp;<\/li>\n\n\n\n<li><strong><mark style=\"background-color:#ebc766\" class=\"has-inline-color\">High-Quality Database<\/mark><\/strong>: TEJ data is cleaned, checked, enhanced, and integrated to ensure it meets the information needs of financial and market analysis.&nbsp;<\/li>\n<\/ul>\n\n\n\n<p>With TEJ&#8217;s assistance, you can access relevant information about major stock markets in Asia, such as securities market, financials data, enterprise operations, board of directors, sustainability data, etc., providing investors with timely and high-quality content. Additionally, TEJ offers advisory services to help solve problems in theoretical practice and financial management!<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-a89b3969 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100 has-custom-font-size\" style=\"font-size:21px\"><a class=\"wp-block-button__link has-background has-text-align-center wp-element-button\" href=\"https:\/\/www.tejwin.com\/en\/contact\/\" style=\"border-radius:16px;background:linear-gradient(135deg,rgb(160,209,216) 0%,rgb(51,145,181) 50%,rgb(50,95,191) 100%)\"><strong>Want to Learn More About Our Databases and Solutions?<br>Contact Us and Get the Free Trial Today!<\/strong><\/a><\/div>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Data_Scope_and_Quality\"><\/span>Data Scope and Quality<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>When evaluating datasets, consider both scope and quality. While ideally, data covers all sectors, many datasets are sector-specific, such as patent data for healthcare. Industry-specific data can be valuable if it provides a high alpha of about 1-2% for specific securities.&nbsp;<\/p>\n\n\n\n<p>Also, for aggregated data, confirm accuracy and completeness. For example, vendors must provide metrics on the accuracy of ticker tagging to at least 99%. Firms must balance data quality with their capacity to validate it, helping make well-informed purchase decisions.<\/p>\n\n\n\n<p><strong>Seeking wonderful alternative datasets?<\/strong> TEJ\u2019s commitment to providing excellent <a href=\"https:\/\/www.tejwin.com\/en\/insight\/alternative-data\/\">alternative data<\/a> extends beyond our own platform. We have established a strong collaboration with Eagle Alpha, <a href=\"https:\/\/www.tejwin.com\/en\/news\/find-tej-on-neudata-and-eagle-alpha-platforms\/\">Neudata<\/a>, and Snowflake, leading datasets and analytics platforms. By providing <a href=\"https:\/\/www.tejwin.com\/en\/databank-solution\/alternative-data\/\">alternative datasets<\/a>, <a href=\"https:\/\/www.tejwin.com\/en\/insight\/what-is-quantitative-data\/\">quantitative data<\/a>, <a href=\"https:\/\/www.tejwin.com\/en\/insight\/what-is-market-data\/\">market data<\/a>, and <a href=\"https:\/\/www.tejwin.com\/en\/insight\/esg-data\/\">ESG data<\/a>, we ensure that our high-quality data is accessible to a wider audience of investors and researchers.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-a89b3969 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-75 has-tablet-text-align-center has-mobile-text-align-center\" id=\"https:\/\/www.tejwin.com\/en\/solution\/quantitative-finance-solution\/\"><a class=\"wp-block-button__link has-background wp-element-button\" href=\"https:\/\/www.tejwin.com\/en\/contact\/\" style=\"background-color:#005180\" target=\"_blank\" rel=\"noreferrer noopener\">Contact Us<\/a><\/div>\n<\/div>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/www.tejwin.com\/wp-content\/uploads\/image-60.jpeg\" alt=\"After integrating alternative data, it's essential to set up clear reporting and monitoring. This includes dashboards that show key insights in an actionable way for leaders.\" class=\"wp-image-32871\" srcset=\"https:\/\/www.tejwin.com\/wp-content\/uploads\/image-60.jpeg 1024w, https:\/\/www.tejwin.com\/wp-content\/uploads\/image-60-300x300.jpeg 300w, https:\/\/www.tejwin.com\/wp-content\/uploads\/image-60-150x150.jpeg 150w, https:\/\/www.tejwin.com\/wp-content\/uploads\/image-60-768x768.jpeg 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Optimize_Alternative_Data_Investment_Strategies_with_TEJ\"><\/span><strong>Optimize Alternative Data Investment Strategies with TEJ<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>TEJ stands out as a trusted alternative data provider that prioritizes <strong>data accuracy<\/strong> and <strong>relevance<\/strong> for effective <a href=\"https:\/\/www.tejwin.com\/en\/insight\/quantitative-strategy\/\">quantitative strategies<\/a>. With <strong>daily updates<\/strong>, TEJ provides a <strong>comprehensive view<\/strong> of the current market situation. Our <a href=\"https:\/\/www.tejwin.com\/en\/news\/tcri-watchdog\/\">Watchdog Database<\/a> provides <strong>up-to-date news<\/strong> and <strong>event scores<\/strong> to help you obtain the latest information on listed companies in Taiwan&#8217;s stock market. Moreover, our <a href=\"https:\/\/www.tejwin.com\/en\/news\/tesg-event-radar\/\">ESG Event Radar Score (ERS)<\/a><strong> <\/strong>offers daily assessments of associated companies, helping you identify potential <strong>operational ESG risks or opportunities<\/strong> in your chosen field.<\/p>\n\n\n\n<p>TEJ&#8217;s dedication to providing top-tier alternative data is amplified through collaborations with key industry players, such as Eagle Alpha, Neudata, and Snowflake. These partnerships with leading datasets and analytics platforms ensure our robust alternative, quantitative, market, and ESG data reaches a wider range of investors and researchers.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Dividend arbitrage focuses on the price inefficiencies between dividend payouts and option pricing. This article will explore its execution process, examples, and challenges.<\/p>\n","protected":false},"featured_media":32862,"template":"","tags":[3264,2904,2988,3166],"insight-category":[1356],"class_list":["post-32854","insight","type-insight","status-publish","has-post-thumbnail","hentry","tag-alternative-data","tag-beginners-guide","tag-quantitative-analysis","tag-tquant-lab-2","insight-category-tquant-lab-en"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.tejwin.com\/en\/wp-json\/wp\/v2\/insight\/32854","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.tejwin.com\/en\/wp-json\/wp\/v2\/insight"}],"about":[{"href":"https:\/\/www.tejwin.com\/en\/wp-json\/wp\/v2\/types\/insight"}],"version-history":[{"count":5,"href":"https:\/\/www.tejwin.com\/en\/wp-json\/wp\/v2\/insight\/32854\/revisions"}],"predecessor-version":[{"id":33715,"href":"https:\/\/www.tejwin.com\/en\/wp-json\/wp\/v2\/insight\/32854\/revisions\/33715"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.tejwin.com\/en\/wp-json\/wp\/v2\/media\/32862"}],"wp:attachment":[{"href":"https:\/\/www.tejwin.com\/en\/wp-json\/wp\/v2\/media?parent=32854"}],"wp:term":[{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.tejwin.com\/en\/wp-json\/wp\/v2\/tags?post=32854"},{"taxonomy":"insight-category","embeddable":true,"href":"https:\/\/www.tejwin.com\/en\/wp-json\/wp\/v2\/insight-category?post=32854"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}