{"id":27213,"date":"2024-08-19T16:50:00","date_gmt":"2024-08-19T08:50:00","guid":{"rendered":"https:\/\/www.tejwin.com\/?post_type=insight&#038;p=27213"},"modified":"2026-09-16T20:09:20","modified_gmt":"2026-09-16T12:09:20","slug":"alternative-data","status":"publish","type":"insight","link":"https:\/\/tejwin20261006.j.webweb.today\/en\/insight\/alternative-data\/","title":{"rendered":"Alternative Data Explained for Smarter Investing Decisions"},"content":{"rendered":"\n<figure class=\"wp-block-image\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1600\" height=\"1066\" src=\"https:\/\/tejwin20261006.j.webweb.today\/wp-content\/uploads\/image-45.jpeg\" alt=\"\" class=\"wp-image-27249\" srcset=\"https:\/\/tejwin20261006.j.webweb.today\/wp-content\/uploads\/image-45.jpeg 1600w, https:\/\/tejwin20261006.j.webweb.today\/wp-content\/uploads\/image-45-300x200.jpeg 300w, https:\/\/tejwin20261006.j.webweb.today\/wp-content\/uploads\/image-45-1024x682.jpeg 1024w, https:\/\/tejwin20261006.j.webweb.today\/wp-content\/uploads\/image-45-150x100.jpeg 150w, https:\/\/tejwin20261006.j.webweb.today\/wp-content\/uploads\/image-45-768x512.jpeg 768w, https:\/\/tejwin20261006.j.webweb.today\/wp-content\/uploads\/image-45-1536x1023.jpeg 1536w\" sizes=\"(max-width: 1600px) 100vw, 1600px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Learn how alternative data can optimize financial decisions with our guide.<\/p>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 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-6ac522b3baf5f\" 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-6ac522b3baf5f\"  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:\/\/tejwin20261006.j.webweb.today\/en\/insight\/alternative-data\/#What_is_Alternative_Data\" >What is Alternative Data?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/tejwin20261006.j.webweb.today\/en\/insight\/alternative-data\/#Alternative_Data_vs_Traditional_Data\" >Alternative Data vs. Traditional Data<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/tejwin20261006.j.webweb.today\/en\/insight\/alternative-data\/#The_3_Main_Categories_and_Examples_of_Alternative_Data\" >The 3 Main Categories and Examples of Alternative Data<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/tejwin20261006.j.webweb.today\/en\/insight\/alternative-data\/#Sensor_and_Geospatial_Data\" >Sensor and Geospatial Data<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/tejwin20261006.j.webweb.today\/en\/insight\/alternative-data\/#Consumer_and_Digital_Activity_Data\" >Consumer and Digital Activity Data<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/tejwin20261006.j.webweb.today\/en\/insight\/alternative-data\/#Transactional_and_Business-Process_Data\" >Transactional and Business-Process Data<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/tejwin20261006.j.webweb.today\/en\/insight\/alternative-data\/#How_Alternative_Data_Becomes_an_Investment_Signal\" >How Alternative Data Becomes an Investment Signal<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/tejwin20261006.j.webweb.today\/en\/insight\/alternative-data\/#Who_Uses_Alternative_Data\" >Who Uses Alternative Data?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/tejwin20261006.j.webweb.today\/en\/insight\/alternative-data\/#The_Pros_and_Cons_of_Using_Alternative_Data\" >The Pros and Cons of Using Alternative Data<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/tejwin20261006.j.webweb.today\/en\/insight\/alternative-data\/#Benefits_of_Alternative_Data\" >Benefits of Alternative Data<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/tejwin20261006.j.webweb.today\/en\/insight\/alternative-data\/#Provide_Insights_at_a_Higher_Frequency\" >Provide Insights at a Higher Frequency<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/tejwin20261006.j.webweb.today\/en\/insight\/alternative-data\/#More_Comprehensive_Analysis\" >More Comprehensive Analysis<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/tejwin20261006.j.webweb.today\/en\/insight\/alternative-data\/#Disadvantages_of_Alternative_Data\" >Disadvantages of Alternative Data<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/tejwin20261006.j.webweb.today\/en\/insight\/alternative-data\/#Precautions_for_Using_Alternative_Data\" >Precautions for Using Alternative Data&nbsp;<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/tejwin20261006.j.webweb.today\/en\/insight\/alternative-data\/#How_is_Alternative_Data_Used_in_Finance_and_Businesses\" >How is Alternative Data Used in Finance and Businesses<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/tejwin20261006.j.webweb.today\/en\/insight\/alternative-data\/#Understand_Target_Audience_Preference\" >Understand Target Audience Preference<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/tejwin20261006.j.webweb.today\/en\/insight\/alternative-data\/#Predict_Future_Demands\" >Predict Future Demands<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/tejwin20261006.j.webweb.today\/en\/insight\/alternative-data\/#Facilitate_Financial_Modeling\" >Facilitate Financial Modeling<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/tejwin20261006.j.webweb.today\/en\/insight\/alternative-data\/#Identify_Potential_Partnerships\" >Identify Potential Partnerships<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/tejwin20261006.j.webweb.today\/en\/insight\/alternative-data\/#Conduct_Due_Diligence\" >Conduct Due Diligence<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/tejwin20261006.j.webweb.today\/en\/insight\/alternative-data\/#Finding_Competitive_Edges\" >Finding Competitive Edges<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/tejwin20261006.j.webweb.today\/en\/insight\/alternative-data\/#The_Future_of_Alternative_Data_in_Finance\" >The Future of Alternative Data in Finance<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/tejwin20261006.j.webweb.today\/en\/insight\/alternative-data\/#Alternative_Data_Sources_and_Providers\" >Alternative Data Sources and Providers&nbsp;<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-24\" href=\"https:\/\/tejwin20261006.j.webweb.today\/en\/insight\/alternative-data\/#Where_Can_Companies_Obtain_Alternative_Data\" >Where Can Companies Obtain Alternative Data?<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-25\" href=\"https:\/\/tejwin20261006.j.webweb.today\/en\/insight\/alternative-data\/#Public_Resources\" >Public Resources<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-26\" href=\"https:\/\/tejwin20261006.j.webweb.today\/en\/insight\/alternative-data\/#Expert_Data_Providers\" >Expert Data Providers<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-27\" href=\"https:\/\/tejwin20261006.j.webweb.today\/en\/insight\/alternative-data\/#What_to_Consider_When_Choosing_an_Alternative_Data_Provider\" >What to Consider When Choosing an Alternative Data Provider?<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-28\" href=\"https:\/\/tejwin20261006.j.webweb.today\/en\/insight\/alternative-data\/#Why_Choose_TEJ_as_Your_Alternative_Data_Provider\" >Why Choose TEJ as Your Alternative Data Provider?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-29\" href=\"https:\/\/tejwin20261006.j.webweb.today\/en\/insight\/alternative-data\/#FAQs_About_Alternative_Data\" >FAQs About Alternative Data<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-30\" href=\"https:\/\/tejwin20261006.j.webweb.today\/en\/insight\/alternative-data\/#What_is_the_meaning_of_alternative_data\" >What is the meaning of alternative data?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-31\" href=\"https:\/\/tejwin20261006.j.webweb.today\/en\/insight\/alternative-data\/#What_is_the_difference_between_alternative_data_and_traditional_financial_data\" >What is the difference between alternative data and traditional financial data?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-32\" href=\"https:\/\/tejwin20261006.j.webweb.today\/en\/insight\/alternative-data\/#What_is_an_example_of_alternative_data\" >What is an example of alternative data?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-33\" href=\"https:\/\/tejwin20261006.j.webweb.today\/en\/insight\/alternative-data\/#What_are_the_main_risks_of_using_alternative_data\" >What are the main risks of using alternative data?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-34\" href=\"https:\/\/tejwin20261006.j.webweb.today\/en\/insight\/alternative-data\/#Where_does_alternative_data_come_from\" >Where does alternative data come from?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-35\" href=\"https:\/\/tejwin20261006.j.webweb.today\/en\/insight\/alternative-data\/#How_is_raw_alternative_data_converted_into_an_investment_signal\" >How is raw alternative data converted into an investment signal?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-36\" href=\"https:\/\/tejwin20261006.j.webweb.today\/en\/insight\/alternative-data\/#What_should_companies_look_for_in_an_alternative_data_provider\" >What should companies look for in an alternative data provider?<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"What_is_Alternative_Data\"><\/span>What is Alternative Data?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Alternative data refers to information collected from nontraditional sources or used in ways that differ from conventional financial analysis. It is distinguished by its source and application. Common examples include website activity, mobile app usage, satellite imagery, transaction records, geolocation data, and so on.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Traditional financial data, such as company filings, earnings reports, market prices, and analyst research, provides an essential foundation for evaluating a company. However, it often focuses on historical performance or management forecasts and may not fully capture recent changes in consumer behavior, business operations, or market conditions.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">By comparison, alternative data for investors can provide more timely and detailed signals about the factors influencing a company\u2019s performance. When properly collected, processed, and validated, it may help investors monitor customer demand, identify operational changes, evaluate emerging risks, and confirm insights obtained from traditional financial data.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The potential of alternative data can be testified by its increasingly widespread adoption. Statistics published by Precedence Research has also revealed that the global market size of alternative data reached <a href=\"https:\/\/www.precedenceresearch.com\/alternative-data-market\" target=\"_blank\" aria-label=\" (opens in a new tab)\" rel=\"noreferrer noopener nofollow\" class=\"ek-link\">$4.0 billion<\/a> in 2022 and its value is projected to increase at a compound annual growth rate (CAGR) of 52.6% from 2023 to 2032, signifying a fundamental shift in how stakeholders approach the financial decisions<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter\"><img decoding=\"async\" width=\"1000\" height=\"592\" src=\"https:\/\/tejwin20261006.j.webweb.today\/wp-content\/uploads\/image-484.png\" alt=\"A bar chart illustrating the growth of the alternative data market size.\" class=\"wp-image-27247\" srcset=\"https:\/\/tejwin20261006.j.webweb.today\/wp-content\/uploads\/image-484.png 1000w, https:\/\/tejwin20261006.j.webweb.today\/wp-content\/uploads\/image-484-300x178.png 300w, https:\/\/tejwin20261006.j.webweb.today\/wp-content\/uploads\/image-484-150x89.png 150w, https:\/\/tejwin20261006.j.webweb.today\/wp-content\/uploads\/image-484-768x455.png 768w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\">Source: <a href=\"https:\/\/www.precedenceresearch.com\/alternative-data-market\" target=\"_blank\" aria-label=\" (opens in a new tab)\" rel=\"noreferrer noopener nofollow\" class=\"ek-link\">Precedence Research<\/a>&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Alternative_Data_vs_Traditional_Data\"><\/span>Alternative Data vs. Traditional Data<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Comparison Factor<\/strong><\/td><td><strong>Traditional Data<\/strong><\/td><td><strong>Alternative Data<\/strong><\/td><\/tr><tr><td>Common sources<\/td><td>Financial statements, regulatory filings, earnings reports, market prices, and analyst research<\/td><td>Transaction records, website traffic, app activity, satellite imagery, online reviews, job postings, and geolocation data<\/td><\/tr><tr><td>Data frequency<\/td><td>Often released quarterly, annually, or according to a fixed reporting schedule<\/td><td>May be generated daily, weekly, continuously, or in near real time<\/td><\/tr><tr><td>Data structure<\/td><td>Usually standardized and structured<\/td><td>Often unstructured or semi-structured<\/td><\/tr><tr><td>Main focus<\/td><td>Historical financial performance, valuation, and company guidance<\/td><td>Consumer behavior, operational activity, market sentiment, demand trends, and emerging risks<\/td><\/tr><tr><td>Main advantage<\/td><td>Reliable, comparable, and widely accepted<\/td><td>Timely, detailed, and capable of providing additional context<\/td><\/tr><tr><td>Main limitation<\/td><td>May not reflect recent market or operational changes<\/td><td>May contain bias, incomplete coverage, inconsistent methodology, or privacy concerns<\/td><\/tr><tr><td>Best use<\/td><td>Fundamental analysis, financial modeling, and valuation<\/td><td>Supplementing traditional analysis, monitoring changes, and identifying potential investment signals<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"The_3_Main_Categories_and_Examples_of_Alternative_Data\"><\/span>The 3 Main Categories and Examples of Alternative Data<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">There is no single universal system for classifying alternative data. However, one practical approach is to group alternative data sources according to how the information is generated. Under this framework, the 3 types of alternative data include sensor and geospatial data, consumer and digital activity data, and transactional and business-process data.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Each category contains different alternative data sets that can help investors and businesses understand physical activity, consumer behavior, operational performance, and market trends. The table below presents common alternative data examples within each category.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Sensor_and_Geospatial_Data\"><\/span>Sensor and Geospatial Data<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Sensor and geospatial data comes from sensors, connected devices, and location-based systems that track real-world activities and environmental changes. Common sources include satellites, drones, GPS devices, Bluetooth beacons, cameras, Internet of Things devices, and Wi-Fi signals.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Satellite and drone imagery:<\/strong> Images of construction sites, agricultural land, storage facilities, ports, parking lots, or industrial plants may help analysts estimate construction progress, crop conditions, inventory activity, production levels, or supply-chain movements. These images provide useful indicators but usually require further analysis before conclusions can be drawn.<\/li>\n\n\n\n<li><strong>Geolocation and foot-traffic data:<\/strong> Aggregated location signals can help estimate the number of visitors near retail stores, factories, transportation hubs, or other locations of interest. Investors may use this information to monitor changes in customer activity or business operations.<\/li>\n\n\n\n<li><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Consumer_and_Digital_Activity_Data\"><\/span>Consumer and Digital Activity Data<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Consumer and digital activity data reflects how people interact online, including their browsing behavior, transactions, content engagement, and expressed opinions. These data sources can provide insights into customer interests, product demand, brand perception, and changing market trends.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Social media and product reviews:<\/strong> Social media posts, online reviews, surveys, forums, and news comments can be analyzed to create sentiment indicators. These indicators may help investors and businesses understand how consumers perceive a company, product, or industry.<\/li>\n\n\n\n<li><strong>Website traffic:<\/strong> Website data may include visitor numbers, traffic sources, engagement rates, session duration, and audience demographics. Changes in these metrics can indicate growing or declining interest in a company\u2019s products or services.<\/li>\n\n\n\n<li><strong>App usage:<\/strong> App-based data may include downloads, active users, engagement frequency, retention rates, rankings, and user reviews. These metrics can help assess product adoption, customer loyalty, and digital business performance.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Transactional_and_Business-Process_Data\"><\/span>Transactional and Business-Process Data<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Transactional and business-process data is generated through everyday commercial transactions, corporate operations, and administrative activities.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Credit and debit card transactions:<\/strong> Anonymized transaction data may show consumer spending patterns by merchant, product category, location, or period. Investors can use these trends to estimate sales performance or changes in market demand.<\/li>\n\n\n\n<li><strong>Public and administrative records:<\/strong> Government contracts, import and export records, regulatory documents, corporate registrations, and patent filings may provide insights into business expansion, supply chains, innovation, and competitive positioning.<\/li>\n\n\n\n<li><strong>Web-based business data:<\/strong> Publicly available website information can be collected and analyzed to track indicators such as job postings, product prices, promotional activity, product availability, and shipping times.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Alternative data from business processes are more structured, allowing investors and stakeholders to leverage them with more ease. Additionally, data on credit\/debit card transactions are currently considered one of the most popular, accurate, and highest-grossing data on the market, as seen in the research conducted by <a href=\"https:\/\/alternativedata.org\/stats\/#:~:text=Alternative%20data%20performance\" target=\"_blank\" aria-label=\" (opens in a new tab)\" rel=\"noreferrer noopener nofollow\" class=\"ek-link\">AlternativeData<\/a>. This can further reflect the widespread use and practicality of alternative data from business processes.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"How_Alternative_Data_Becomes_an_Investment_Signal\"><\/span>How Alternative Data Becomes an Investment Signal<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Raw alternative data cannot usually support an investment decision immediately. It must first be processed, tested, and converted into a measurable indicator that analysts can compare with financial performance, market activity, or investment hypotheses. The process generally includes the following stages:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Data collection:<\/strong> Information is obtained from licensed providers, public records, websites, transactions, satellites, sensors, mobile applications, or other nontraditional sources. Firms must also review the provider\u2019s collection rights, privacy practices, and potential material nonpublic information risks.<\/li>\n\n\n\n<li><strong>Data cleaning:<\/strong> Duplicate, incomplete, incorrectly formatted, or irrelevant records are removed. Dates, currencies, locations, product names, and other fields are standardized to create a consistent dataset.<\/li>\n\n\n\n<li><strong>Entity mapping:<\/strong> Individual records are linked to the correct company, subsidiary, brand, product, store, industry, or financial security. Accurate mapping is essential when one company operates through multiple brands or legal entities.<\/li>\n\n\n\n<li><strong>Aggregation and signal creation:<\/strong> After cleansing and standardization, raw datasets are aggregated and converted into measurable signals, including spending patterns, foot traffic trends, hiring activity, digital engagement metrics, sentiment indicators, and supply chain movements.<\/li>\n\n\n\n<li><strong>Validation:<\/strong> Analysts compare the signal with historical results, traditional financial data, and independent datasets. They also test for sampling bias, false correlations, and whether the signal works on data not used during model development.<\/li>\n\n\n\n<li><strong>Ongoing monitoring:<\/strong> Data coverage, consumer panels, methodologies, and market relationships can change. Firms must therefore monitor performance and update or discontinue signals that become less reliable.<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">Interested in learning more about alternative data? Check out <a href=\"https:\/\/tejwin20261006.j.webweb.today\/en\/tag\/alternative-data\/\">our other articles<\/a>!<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Who_Uses_Alternative_Data\"><\/span>Who Uses Alternative Data?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Alternative data is used by a growing range of financial institutions and businesses. Different users apply it according to their investment approach, research needs, asset classes, and access to analytical technology. It commonly supports alternative data for investment decisions rather than replacing traditional financial information entirely.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Quantitative hedge funds:<\/strong> Quantitative funds convert large datasets into systematic factors, forecasts, or trading signals that can be tested and incorporated into investment models.<\/li>\n\n\n\n<li><strong>Fundamental hedge funds:<\/strong> Discretionary managers may use transaction, foot-traffic, hiring, or sentiment data to confirm an investment thesis, challenge company guidance, or identify changes before the next financial report.<\/li>\n\n\n\n<li><strong>Traditional asset managers:<\/strong> Mutual funds, pension managers, and other institutional investors may use alternative data to strengthen company research, monitor portfolios, identify risks, and compare businesses within an industry.<\/li>\n\n\n\n<li><strong>Private equity and venture capital firms:<\/strong> These investors can analyze web traffic, app activity, customer reviews, hiring trends, and market demand when evaluating private companies with limited publicly available financial information.<\/li>\n\n\n\n<li><strong>Banks and credit investors:<\/strong> Financial institutions may use business activity, transaction, employment, and supply-chain data to support credit analysis, economic forecasting, and risk monitoring.<\/li>\n\n\n\n<li><strong>Corporations and consultants:<\/strong> Strategy, marketing, procurement, and competitive-intelligence teams can apply alternative data to forecast demand, assess markets, monitor competitors, and identify potential partnerships.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/tejwin20261006.j.webweb.today\/en\/insight\/use-alternative-data-in-hedge-fund-strategies\/\">Learn how to use alternative data in your hedge fund strategies with our guide here!<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"The_Pros_and_Cons_of_Using_Alternative_Data\"><\/span>The Pros and Cons of Using Alternative Data<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Benefits_of_Alternative_Data\"><\/span>Benefits of Alternative Data<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Provide_Insights_at_a_Higher_Frequency\"><\/span><span style=\"background-color:#c1dbf2\" class=\"has-inline-background\">Provide Insights at a Higher Frequency<\/span><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Traditional data is often compiled on an annual or biannual basis. With the financial landscape constantly changing and the dynamic pace of data exchange on the internet, information from these annual\/biannual reports could quickly become irrelevant and unuseful. Conversely, alternative data is generated daily or at a higher frequency. It can quickly offer more real-time information on various factors that influence companies and markets, allowing stakeholders to act in the moment to gain a competitive edge over those who solely rely on historical data.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"More_Comprehensive_Analysis\"><\/span><span style=\"background-color:#c1dbf2\" class=\"has-inline-background\">More Comprehensive Analysis<\/span><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">The financial figures from traditional data can only offer a limited perspective on a company\u2019s performance since it merely reveals information such as loss and overall revenue. Alternative data, with its diverse data points, can help stakeholders examine the context of the current situation. This can provide a more comprehensive view of a company&#8217;s health, customer base, and potential risks, allowing a more accurate analysis to let both investors and companies understand why a surge or decline has occurred.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Disadvantages_of_Alternative_Data\"><\/span>Disadvantages of Alternative Data<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">The vast availability of alternative data sources presents<strong> challenges in ensuring data quality and consistency.<\/strong> Errors or biases within the data can give rise to misleading conclusions and undesirable effects to a company\u2019s financial health.&nbsp;&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Moreover, the use of alternative data, especially data collected from individuals, may raise <strong>concerns about transparency and privacy<\/strong>. If not dealt with properly, this could break the trust between stakeholders and consumers, or even lead to legal issues.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Companies must be clear about how they collect and utilize data, ensuring compliance with privacy regulations and building trust with consumers.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Precautions_for_Using_Alternative_Data\"><\/span>Precautions for Using Alternative Data&nbsp;<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">To avoid the issues mentioned above, it is crucial to <strong>assess the quality, source, and potential biases of <\/strong><strong>alternative data<\/strong> before using it. Understanding any limitations or errors associated with the data helps mitigate risks and ensure sound decision-making.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Companies should also <strong>weigh the potential consequences<\/strong> and <strong>make sure the information is meant for public use<\/strong>, not something that is expected to be kept private, before sharing any alternative data with investors, third-party vendors, or other partners.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">If a company does decide to collect and share these data, they must invest in <strong>robust security measures<\/strong>, such as establishing a cybersecurity infrastructure, to prevent information leaks and breaches. This is essential for protecting consumer data and maintaining trust.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Furthermore, building trust with consumers is important as well, which is why companies should <strong>be transparent<\/strong> about their data collection practices and <strong>ensure compliance with all relevant privacy regulations<\/strong>. This can establish a more sustainable approach to utilizing alternative data.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"How_is_Alternative_Data_Used_in_Finance_and_Businesses\"><\/span>How is Alternative Data Used in Finance and Businesses<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img decoding=\"async\" width=\"1024\" height=\"682\" src=\"https:\/\/tejwin20261006.j.webweb.today\/wp-content\/uploads\/AD_4nXckmuYmlDYGToT0QEUttFAaN_MLjJhya1oY-ZqdfciLXnrPzjeMGbk_KbWRAQiv-2H11-rkjfhYQ_U3F-LtMn1O9WLzpgX0MW_6vi3jeh40ryGVvbNpElu9AVawYYwp8iIM0qHIk3xShqBiLUFVrHXB_EfLkey2on8CxowdMv8iHWvdzUPJQ-1024x682.jpg\" alt=\"The application of alternative data in the finance industry.\" class=\"wp-image-27219\" srcset=\"https:\/\/tejwin20261006.j.webweb.today\/wp-content\/uploads\/AD_4nXckmuYmlDYGToT0QEUttFAaN_MLjJhya1oY-ZqdfciLXnrPzjeMGbk_KbWRAQiv-2H11-rkjfhYQ_U3F-LtMn1O9WLzpgX0MW_6vi3jeh40ryGVvbNpElu9AVawYYwp8iIM0qHIk3xShqBiLUFVrHXB_EfLkey2on8CxowdMv8iHWvdzUPJQ-1024x682.jpg 1024w, https:\/\/tejwin20261006.j.webweb.today\/wp-content\/uploads\/AD_4nXckmuYmlDYGToT0QEUttFAaN_MLjJhya1oY-ZqdfciLXnrPzjeMGbk_KbWRAQiv-2H11-rkjfhYQ_U3F-LtMn1O9WLzpgX0MW_6vi3jeh40ryGVvbNpElu9AVawYYwp8iIM0qHIk3xShqBiLUFVrHXB_EfLkey2on8CxowdMv8iHWvdzUPJQ-300x200.jpg 300w, https:\/\/tejwin20261006.j.webweb.today\/wp-content\/uploads\/AD_4nXckmuYmlDYGToT0QEUttFAaN_MLjJhya1oY-ZqdfciLXnrPzjeMGbk_KbWRAQiv-2H11-rkjfhYQ_U3F-LtMn1O9WLzpgX0MW_6vi3jeh40ryGVvbNpElu9AVawYYwp8iIM0qHIk3xShqBiLUFVrHXB_EfLkey2on8CxowdMv8iHWvdzUPJQ-150x100.jpg 150w, https:\/\/tejwin20261006.j.webweb.today\/wp-content\/uploads\/AD_4nXckmuYmlDYGToT0QEUttFAaN_MLjJhya1oY-ZqdfciLXnrPzjeMGbk_KbWRAQiv-2H11-rkjfhYQ_U3F-LtMn1O9WLzpgX0MW_6vi3jeh40ryGVvbNpElu9AVawYYwp8iIM0qHIk3xShqBiLUFVrHXB_EfLkey2on8CxowdMv8iHWvdzUPJQ-768x512.jpg 768w, https:\/\/tejwin20261006.j.webweb.today\/wp-content\/uploads\/AD_4nXckmuYmlDYGToT0QEUttFAaN_MLjJhya1oY-ZqdfciLXnrPzjeMGbk_KbWRAQiv-2H11-rkjfhYQ_U3F-LtMn1O9WLzpgX0MW_6vi3jeh40ryGVvbNpElu9AVawYYwp8iIM0qHIk3xShqBiLUFVrHXB_EfLkey2on8CxowdMv8iHWvdzUPJQ-1536x1023.jpg 1536w, https:\/\/tejwin20261006.j.webweb.today\/wp-content\/uploads\/AD_4nXckmuYmlDYGToT0QEUttFAaN_MLjJhya1oY-ZqdfciLXnrPzjeMGbk_KbWRAQiv-2H11-rkjfhYQ_U3F-LtMn1O9WLzpgX0MW_6vi3jeh40ryGVvbNpElu9AVawYYwp8iIM0qHIk3xShqBiLUFVrHXB_EfLkey2on8CxowdMv8iHWvdzUPJQ.jpg 1600w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">The applications of alternative data may differ for each investor and stakeholder, but there are several common ways it is used. We\u2019ll discuss these applications and provide some examples below:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Understand_Target_Audience_Preference\"><\/span>Understand Target Audience Preference<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">A report by McKinsey &amp; Company found that companies that excel at customer experience personalization using data-driven insights can boost revenue by <a href=\"https:\/\/www.mckinsey.com\/capabilities\/growth-marketing-and-sales\/our-insights\/the-value-of-getting-personalization-right-or-wrong-is-multiplying#:~:text=at%20personalization%20generate-,40%20percent,-more%20revenue%20from\" target=\"_blank\" aria-label=\" (opens in a new tab)\" rel=\"noreferrer noopener nofollow\" class=\"ek-link\">40%<\/a>, generating up to <a href=\"https:\/\/www.mckinsey.com\/capabilities\/growth-marketing-and-sales\/our-insights\/the-value-of-getting-personalization-right-or-wrong-is-multiplying#:~:text=would%20generate%20over-,%241%20trillion,-in%20value.%20Players\" target=\"_blank\" aria-label=\" (opens in a new tab)\" rel=\"noreferrer noopener nofollow\" class=\"ek-link\">$1 trillion<\/a> in value. With alternative data, investors and stakeholders can evaluate customer engagement, which can be a leading indicator of a company\u2019s future performance. For instance, if a business dedicates resources to monitoring online activities, it can gain a deeper insight into consumer behavior through social media posts, online reviews, website traffic patterns, and mobile app usage data. This information comes directly from the target audience, so it can help them understand customer preferences and brand perception accurately. This will then allow them to quickly adjust their strategies and offerings for increased customer satisfaction and loyalty.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Predict_Future_Demands\"><\/span>Predict Future Demands<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Analyzing alternative data can help forecast future demand for products or services, which is an important factor to consider for marketing strategies and investment decisions. For example, a surge in social media buzz surrounding a new product launch can signal strong market demand, while declining foot traffic at a competitor&#8217;s store might indicate a decline in market share. With this information, businesses can adjust inventory levels and investment strategies accordingly, leading to more efficient operations and reduced risk of financial loss.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Facilitate_Financial_Modeling\"><\/span>Facilitate Financial Modeling<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Alternative data offers up-to-date information that can be incorporated into financial models, helping stakeholders understand a company\u2019s current position within the market. For instance, if a company is considering to invest in a new production line for electric vehicles (EVs), reviewing historical financial data might only reveal past sales figures for traditional gasoline vehicles. By analyzing social media sentiment analysis, the company can gauge consumer interest in EVs, identifying the potential performance of the new product line. Satellite imagery of a competitor&#8217;s EV manufacturing facility can also help estimate the competitor&#8217;s production capacity and potential market share threat, all of which can be factored into the financial model of the new EV production line.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Identify_Potential_Partnerships\"><\/span>Identify Potential Partnerships<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Alternative data, such as public contract information or geospatial data, allows stakeholders to look beyond financial figures to anticipate mergers and acquisitions, identify industry disruptors, and assess a company&#8217;s overall financial health. For example, credit\/debit card transactions can reveal which location or season a product does particularly well in. This can help investors identify a potential partner\u2019s target markets or complementary strengths, fostering strategic partnerships and collaborations that benefit all parties involved.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Conduct_Due_Diligence\"><\/span>Conduct Due Diligence<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Due diligence is essential for uncovering any potential risks or liabilities associated with a financial deal as it ensures the overall viability of the transaction. Compared to company-provided information and public records, alternative data can offer a wider range of information at a greater volume, empowering stakeholders to make well-informed decisions. For instance, by analyzing web data focused on job postings, stakeholders can understand the positions the company is actively recruiting for and also gauge if the company is struggling to fill key positions. If they are having a hard time recruiting, it could indicate a weak employer brand or potential management issues within the organization, which will potentially affect the stability of a stakeholder\u2019s investment.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Finding_Competitive_Edges\"><\/span>Finding Competitive Edges<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">By analyzing alternative data, stakeholders can identify a company\u2019s competitive advantages and make timely investments that capitalize on these market opportunities. This is possible due to the dynamic and real-time aspects of alternative data. For example, negative online reactions to competitor campaigns allow the companies to identify under-served markets. With this information, the companies can then incorporate new features into their products to cater to the specific needs of these consumers. Data from patent filings can also help businesses find manufacturers that have the unique equipment to develop these particular products, letting them gain an upper hand in the industry.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Similarly, analyzing non-traditional text, such as <a href=\"https:\/\/tejwin20261006.j.webweb.today\/en\/news\/earning-call-transcripts\/\">earnings call transcripts<\/a>, with Natural Language Processing (NLP) can help investors gauge management sentiment and uncover potential risks before making investment decisions.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"The_Future_of_Alternative_Data_in_Finance\"><\/span>The Future of Alternative Data in Finance<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">According to a report by the <a href=\"https:\/\/www.aima.org\/educate\/aima-research\/casting-the-net.html\" target=\"_blank\" aria-label=\" (opens in a new tab)\" rel=\"noreferrer noopener nofollow\" class=\"ek-link\">Alternative Investment Management Association<\/a> (AIMA), nearly 50% of investment firms currently leverage alternative data for their strategies. The growing amount of alternative data providers and alternative data usage in the reports by <a href=\"https:\/\/alternativedata.org\/alternative-data\/\" target=\"_blank\" aria-label=\" (opens in a new tab)\" rel=\"noreferrer noopener nofollow\" class=\"ek-link\">AlternativeData<\/a>, <a href=\"https:\/\/www.oliverwyman.com\/content\/dam\/oliver-wyman\/v2\/publications\/2018\/march\/Wholesale-Banks-Asset-Managers-Winning-Under-Pressure-2018.pdf\" target=\"_blank\" aria-label=\" (opens in a new tab)\" rel=\"noreferrer noopener nofollow\" class=\"ek-link\">MorganStanley Research<\/a>, <a href=\"https:\/\/www.forbes.com\/sites\/forbesinsights\/2019\/12\/12\/alternative-data-what-is-it-who-uses-it-and-why-is-it-interesting\/\" class=\"ek-link\" target=\"_blank\" rel=\"noopener\">Forbes<\/a>, and other analysts, further suggest that it will become even more widespread in the future.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Our expanding digital footprint is the major factor influencing the growth of alternative data. By 2025, the amount of data generated worldwide is expected to reach <a href=\"https:\/\/haslam.utk.edu\/news\/happy-global-business-analysis-day-do-you-know-what-your-business-data-is-doing\/#:~:text=expected%20to%20reach-,463%20exabytes,-globally\" target=\"_blank\" aria-label=\" (opens in a new tab)\" rel=\"noreferrer noopener nofollow\" class=\"ek-link\">463 exabytes<\/a>, that is equivalent to 212.77 million DVDs per day! Smartphones, social media platforms, connected cars, and even wearable devices generate a continuous stream of data, which can all be analyzed to uncover insight that can help streamline marketing strategies and company operations. With this in mind, investors or other stakeholders who wish to stay ahead of the curve and make strategic decisions should not overlook the power of alternative data.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Alternative_Data_Sources_and_Providers\"><\/span>Alternative Data Sources and Providers&nbsp;<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Where_Can_Companies_Obtain_Alternative_Data\"><\/span>Where Can Companies Obtain Alternative Data?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">As we can see, alternative data empowers companies to make informed decisions for their business and investments. To get these valuable resources, companies can either compile publicly available data or request data sets from providers or specialist firms.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Public_Resources\"><\/span><span style=\"background-color:#c1dbf2\" class=\"has-inline-background\">Public Resources<\/span><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Stakeholders can search through government websites, industry reports, and news articles to acquire alternative data. There are also monitoring tools, such as Similarweb or SEMrush, that can help monitor online activity and generate relevant reports.&nbsp;<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Expert_Data_Providers\"><\/span><span style=\"background-color:#c1dbf2\" class=\"has-inline-background\">Expert Data Providers<\/span><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">For a more comprehensive approach, companies can turn to data providers and specialist firms, as data providers possess the technology and expertise to collect raw data from a vast array of sources, including satellites, web scraping, and social media platforms. The raw data is often unstructured and requires significant processing to transform it into a usable format for analysis, so once collected, providers will organize and standardize it. This ensures consistency and accuracy across different data sets, allowing seamless integration and analysis for business decisions.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"What_to_Consider_When_Choosing_an_Alternative_Data_Provider\"><\/span>What to Consider When Choosing an Alternative Data Provider?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Poor quality or limited data can hinder a company\u2019s analysis of its strategies. An ideal alternative data provider should offer a balance between data quantity and quality. Furthermore, companies should also consider the following factors to choose the right data provider:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Relevance:<\/strong> The data should be accurate and up-to-date while being able to directly address your investment needs.&nbsp;<\/li>\n\n\n\n<li><strong>Depth and Breadth:<\/strong> A diverse range of data is ideal so seek providers offering a variety of data points relevant to the company\u2019s industry or asset class.<\/li>\n\n\n\n<li><strong>Transparency:<\/strong> Companies should choose providers who disclose their sources and collection methods, ensuring ethical and legal data acquisition.<\/li>\n\n\n\n<li><strong>Compatibility:<\/strong> Opt for providers offering data in compatible formats for smooth analysis and effortless integration.<\/li>\n\n\n\n<li><strong>Security:<\/strong> Choose a provider with strong data protection protocols to safeguard confidentiality and integrity.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Why_Choose_TEJ_as_Your_Alternative_Data_Provider\"><\/span>Why Choose TEJ as Your Alternative Data Provider?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">TEJ stands out as a trusted alternative data provider. We prioritize data accuracy and relevance, leveraging our <a href=\"https:\/\/tejwin20261006.j.webweb.today\/en\/news\/tcri-watchdog\/\">Watchdog database<\/a> for up-to-date news and event scores to help you obtain the latest information on publicly listed companies in the Taiwanese stock market. This data is updated daily, allowing you to have a clear understanding of the current market situation. Furthermore, only a daily basis, TEJ&#8217;s <a href=\"https:\/\/tejwin20261006.j.webweb.today\/en\/news\/tesg-event-radar\/\"><strong>ESG Event Radar Score (ERS<\/strong><\/a>) assesses the level of ESG event risk associated with a company, offering a comprehensive view of potential operational ESG risks or opportunities in your chosen field.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Beyond our own platform, TEJ\u2019s commitment to providing high-quality <strong>alternative data<\/strong> extends to collaborations with leading data platforms. We have established strong partnerships with <a href=\"https:\/\/www.linkedin.com\/posts\/taiwan-economic-journal-co-ltd-_alternative-decision-alternative-activity-7168174548872359936-knD4\" target=\"_blank\" rel=\"noopener\">Eagle Alpha<\/a>,<a href=\"https:\/\/app.snowflake.com\/marketplace\/providers\/GZ2FRZ5PP9G\/Taiwan%20Economic%20Journal%20(TEJ)\" target=\"_blank\" rel=\"noopener\"> Snowflake<\/a>, and <a href=\"https:\/\/tejwin20261006.j.webweb.today\/en\/news\/find-tej-on-neudata-and-eagle-alpha-platforms\/\">Neudata<\/a>, while our alternative datasets are currently available through Eagle Alpha, making our high-quality data accessible to a wider audience of investors and researchers. <strong>Learn more about <\/strong><a href=\"https:\/\/tejwin20261006.j.webweb.today\/en\/databank-solution\/alternative-data\/\"><strong>TEJ Alternative Data solutions<\/strong><\/a> and discover new opportunities for your investment strategy.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"FAQs_About_Alternative_Data\"><\/span>FAQs About Alternative Data<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"What_is_the_meaning_of_alternative_data\"><\/span>What is the meaning of alternative data?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Alternative data refers to information collected from nontraditional sources and used alongside financial statements, market prices, company filings, and analyst reports. Examples include transaction records, website traffic, satellite imagery, app usage, job postings, online reviews, geolocation signals, and social media activity.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"What_is_the_difference_between_alternative_data_and_traditional_financial_data\"><\/span>What is the difference between alternative data and traditional financial data?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Traditional financial data comes from established sources such as financial statements, stock exchanges, earnings reports, and regulatory filings. Alternative data comes from nontraditional sources and may provide more frequent or detailed insights into consumer behavior, business activity, market sentiment, operational performance, and emerging risks.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"What_is_an_example_of_alternative_data\"><\/span>What is an example of alternative data?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Anonymized credit card transaction data is a common example. Investors may analyze changes in customer spending at a retailer to estimate sales trends before the company publishes its quarterly results. Other examples include app downloads, website visits, satellite images, product prices, job postings, and online reviews.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"What_are_the_main_risks_of_using_alternative_data\"><\/span>What are the main risks of using alternative data?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Major risks include poor data quality, unrepresentative samples, privacy concerns, collection-right issues, changing methodologies, short historical coverage, and incorrect company mapping. Investors may also misinterpret correlations as direct causes. Alternative data should therefore be validated and used alongside traditional financial analysis rather than independently.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Where_does_alternative_data_come_from\"><\/span>Where does alternative data come from?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Alternative data may come from sensors, satellites, digital platforms, websites, mobile applications, business transactions, public records, government databases, shipping systems, and specialist data providers. Sources can include both publicly accessible information and commercially licensed datasets collected, cleaned, standardized, and distributed by professional providers.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"How_is_raw_alternative_data_converted_into_an_investment_signal\"><\/span>How is raw alternative data converted into an investment signal?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Raw data is collected, cleaned, standardized, and linked to the appropriate companies, brands, products, or locations. Analysts then aggregate the information into indicators such as spending growth, hiring activity, sentiment scores, or store traffic. These signals are validated before being integrated into investment models.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"What_should_companies_look_for_in_an_alternative_data_provider\"><\/span>What should companies look for in an alternative data provider?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Companies should evaluate data relevance, accuracy, historical depth, update frequency, coverage, transparency, methodology, legal collection rights, security, and system compatibility. They should also examine whether the provider offers point-in-time data, clear revision policies, reliable company mapping, technical documentation, and ongoing customer support.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Read More:<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><em>\u27a4 <\/em><a href=\"https:\/\/tejwin20261006.j.webweb.today\/en\/insight\/quantitative-data-analysis\/\"><em>Quantitative Data Analysis Guide: Methods, Examples &amp; Uses<\/em><\/a><em>&nbsp;<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><em>\u27a4 <\/em><a href=\"https:\/\/tejwin20261006.j.webweb.today\/en\/insight\/esg-data\/\"><em>What is ESG Data &amp; How Does It Empower Financial Decisions?<\/em><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Alternative data refers to information from non-traditional sources. This article will explore its advantages and how it can optimize financial decisions.<\/p>\n","protected":false},"featured_media":27215,"template":"","tags":[3264,2904],"insight-category":[3646],"class_list":["post-27213","insight","type-insight","status-publish","has-post-thumbnail","hentry","tag-alternative-data","tag-beginners-guide","insight-category-market-knowledge-data-guides"],"acf":[],"_links":{"self":[{"href":"https:\/\/tejwin20261006.j.webweb.today\/en\/wp-json\/wp\/v2\/insight\/27213","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/tejwin20261006.j.webweb.today\/en\/wp-json\/wp\/v2\/insight"}],"about":[{"href":"https:\/\/tejwin20261006.j.webweb.today\/en\/wp-json\/wp\/v2\/types\/insight"}],"version-history":[{"count":22,"href":"https:\/\/tejwin20261006.j.webweb.today\/en\/wp-json\/wp\/v2\/insight\/27213\/revisions"}],"predecessor-version":[{"id":49428,"href":"https:\/\/tejwin20261006.j.webweb.today\/en\/wp-json\/wp\/v2\/insight\/27213\/revisions\/49428"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/tejwin20261006.j.webweb.today\/en\/wp-json\/wp\/v2\/media\/27215"}],"wp:attachment":[{"href":"https:\/\/tejwin20261006.j.webweb.today\/en\/wp-json\/wp\/v2\/media?parent=27213"}],"wp:term":[{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/tejwin20261006.j.webweb.today\/en\/wp-json\/wp\/v2\/tags?post=27213"},{"taxonomy":"insight-category","embeddable":true,"href":"https:\/\/tejwin20261006.j.webweb.today\/en\/wp-json\/wp\/v2\/insight-category?post=27213"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}