{"id":3132,"date":"2024-12-04T15:46:50","date_gmt":"2024-12-04T04:46:50","guid":{"rendered":"https:\/\/www.begini.co\/?p=3132"},"modified":"2025-10-21T15:19:34","modified_gmt":"2025-10-21T04:19:34","slug":"from-data-to-decisions-alternative-data-sources-supporting-sme-lending","status":"publish","type":"post","link":"https:\/\/www.begini.co\/es\/from-data-to-decisions-alternative-data-sources-supporting-sme-lending\/","title":{"rendered":"De los datos a las decisiones: Fuentes alternativas de datos en apoyo de los pr\u00e9stamos a las PYME\u00a0"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"3132\" class=\"elementor elementor-3132\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-f25151f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f25151f\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-91d7bfa\" data-id=\"91d7bfa\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a5bbff8 elementor-widget elementor-widget-heading\" data-id=\"a5bbff8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">From Data to Decisions: \nAlternative Data Sources supporting SME Lending <\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9f1e7f5 elementor-widget elementor-widget-text-editor\" data-id=\"9f1e7f5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Small and medium enterprises (SMEs) and microbusinesses are the backbone of many emerging and developing markets, driving job creation and economic growth. Yet, access to affordable credit remains a significant challenge. Traditional credit scoring models, heavily reliant on financial history and collateral, often exclude these businesses, as they lack formal documentation or credit histories. Alternative data is supporting SME Lending in many markets around the world.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-404f7cf elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"404f7cf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" data-attachment-id=\"2259\" data-permalink=\"https:\/\/www.begini.co\/es\/home\/adobestock_647395144_sml\/\" data-orig-file=\"https:\/\/i0.wp.com\/www.begini.co\/wp-content\/uploads\/2024\/01\/AdobeStock_647395144_sml.jpg?fit=1200%2C800&amp;ssl=1\" data-orig-size=\"1200,800\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"Entrepreneur\" data-image-description=\"\" data-image-caption=\"&lt;p&gt;Female entrepreneur at her laptop, smiling&lt;\/p&gt;\n\" data-large-file=\"https:\/\/i0.wp.com\/www.begini.co\/wp-content\/uploads\/2024\/01\/AdobeStock_647395144_sml.jpg?fit=800%2C534&amp;ssl=1\" width=\"1200\" height=\"800\" src=\"https:\/\/i0.wp.com\/www.begini.co\/wp-content\/uploads\/2024\/01\/AdobeStock_647395144_sml.jpg?fit=1200%2C800&amp;ssl=1\" class=\"attachment-full size-full wp-image-2259\" alt=\"\" srcset=\"https:\/\/i0.wp.com\/www.begini.co\/wp-content\/uploads\/2024\/01\/AdobeStock_647395144_sml.jpg?w=1200&amp;ssl=1 1200w, https:\/\/i0.wp.com\/www.begini.co\/wp-content\/uploads\/2024\/01\/AdobeStock_647395144_sml.jpg?resize=300%2C200&amp;ssl=1 300w, https:\/\/i0.wp.com\/www.begini.co\/wp-content\/uploads\/2024\/01\/AdobeStock_647395144_sml.jpg?resize=1024%2C683&amp;ssl=1 1024w, https:\/\/i0.wp.com\/www.begini.co\/wp-content\/uploads\/2024\/01\/AdobeStock_647395144_sml.jpg?resize=768%2C512&amp;ssl=1 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" data-attachment-id=\"2259\" data-permalink=\"https:\/\/www.begini.co\/es\/home\/adobestock_647395144_sml\/\" data-orig-file=\"https:\/\/i0.wp.com\/www.begini.co\/wp-content\/uploads\/2024\/01\/AdobeStock_647395144_sml.jpg?fit=1200%2C800&amp;ssl=1\" data-orig-size=\"1200,800\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"Entrepreneur\" data-image-description=\"\" data-image-caption=\"&lt;p&gt;Female entrepreneur at her laptop, smiling&lt;\/p&gt;\n\" data-large-file=\"https:\/\/i0.wp.com\/www.begini.co\/wp-content\/uploads\/2024\/01\/AdobeStock_647395144_sml.jpg?fit=800%2C534&amp;ssl=1\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7711415 elementor-widget elementor-widget-text-editor\" data-id=\"7711415\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3 aria-level=\"4\">The rise of alternative data credit scoring\u00a0<\/h3><p><span data-contrast=\"auto\">Alternative data is changing the game. By leveraging non-traditional data sources like behavioural analytics, psychometric assessments, and device metadata, lenders can develop more comprehensive and inclusive risk models. These data-driven approaches are bridging the gap for SMEs and enabling financial institutions to unlock a previously untapped market.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d16447c elementor-widget elementor-widget-text-editor\" data-id=\"d16447c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2>Understanding Alternative Data in Lending\u00a0<\/h2><h3>What is alternative data credit scoring?\u00a0<\/h3><p>Alternative data refers to information not traditionally used by financial institutions to evaluate creditworthiness. It includes behavioural patterns, digital footprints, transaction histories, and more. Unlike traditional methods, which depend on credit scores and bank statements, alternative data explores the borrower\u2019s broader financial and social behaviour.\u00a0<\/p><h3>Why SMEs and microbusinesses benefit from alternative data\u00a0<\/h3><p>SMEs and microbusinesses are the lifeblood of economic growth; however they need investment to thrive, but they often face the same tough due diligence as much larger businesses, leaving them excluded by conventional credit systems. Alternative data provides a means to assess their risk accurately, enabling lenders to extend credit where it was previously deemed too risky.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-37ae30c elementor-widget elementor-widget-text-editor\" data-id=\"37ae30c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2><span class=\"TextRun MacChromeBold SCXW190581913 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW190581913 BCX0\" data-ccp-parastyle=\"heading 3\">The Role of Alternative Data in SME Credit Risk Assessment<\/span><\/span><span class=\"EOP SCXW190581913 BCX0\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335559738&quot;:281,&quot;335559739&quot;:281}\">\u00a0<\/span><\/h2><h3><span class=\"TextRun MacChromeBold SCXW36582317 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW36582317 BCX0\" data-ccp-parastyle=\"heading 4\">Key <\/span><span class=\"NormalTextRun SCXW36582317 BCX0\" data-ccp-parastyle=\"heading 4\">m<\/span><span class=\"NormalTextRun SCXW36582317 BCX0\" data-ccp-parastyle=\"heading 4\">etrics from <\/span><span class=\"NormalTextRun SCXW36582317 BCX0\" data-ccp-parastyle=\"heading 4\">a<\/span><span class=\"NormalTextRun SCXW36582317 BCX0\" data-ccp-parastyle=\"heading 4\">lternative <\/span><span class=\"NormalTextRun SCXW36582317 BCX0\" data-ccp-parastyle=\"heading 4\">d<\/span><span class=\"NormalTextRun SCXW36582317 BCX0\" data-ccp-parastyle=\"heading 4\">ata <\/span><span class=\"NormalTextRun SCXW36582317 BCX0\" data-ccp-parastyle=\"heading 4\">s<\/span><span class=\"NormalTextRun SCXW36582317 BCX0\" data-ccp-parastyle=\"heading 4\">ources<\/span><\/span><span class=\"EOP SCXW36582317 BCX0\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335559738&quot;:319,&quot;335559739&quot;:319}\">\u00a0<\/span><\/h3><p><span class=\"TextRun SCXW147671109 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW147671109 BCX0\">Lenders <\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW147671109 BCX0\">anal<\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW147671109 BCX0\">ys<\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW147671109 BCX0\">e<\/span><span class=\"NormalTextRun SCXW147671109 BCX0\"> various metrics to gauge creditworthiness. <\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW147671109 BCX0\">Behavio<\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW147671109 BCX0\">u<\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW147671109 BCX0\">ral<\/span><span class=\"NormalTextRun SCXW147671109 BCX0\"> analytics, such as spending patterns, and psychometric data reveal <\/span><span class=\"NormalTextRun SCXW147671109 BCX0\">character <\/span><span class=\"NormalTextRun SCXW147671109 BCX0\">traits like reliability and risk tolerance. Device metadata, such as mobile app usage or location patterns, <\/span><span class=\"NormalTextRun SCXW147671109 BCX0\">provides<\/span><span class=\"NormalTextRun SCXW147671109 BCX0\"> real-time insights into a borrower\u2019s habits.<\/span><\/span><span class=\"EOP SCXW147671109 BCX0\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p><h3><span class=\"TextRun MacChromeBold SCXW53435522 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW53435522 BCX0\" data-ccp-parastyle=\"heading 4\">How <\/span><span class=\"NormalTextRun SCXW53435522 BCX0\" data-ccp-parastyle=\"heading 4\">a<\/span><span class=\"NormalTextRun SCXW53435522 BCX0\" data-ccp-parastyle=\"heading 4\">lternative <\/span><span class=\"NormalTextRun SCXW53435522 BCX0\" data-ccp-parastyle=\"heading 4\">d<\/span><span class=\"NormalTextRun SCXW53435522 BCX0\" data-ccp-parastyle=\"heading 4\">ata <\/span><span class=\"NormalTextRun SCXW53435522 BCX0\" data-ccp-parastyle=\"heading 4\">i<\/span><span class=\"NormalTextRun SCXW53435522 BCX0\" data-ccp-parastyle=\"heading 4\">mproves <\/span><span class=\"NormalTextRun SCXW53435522 BCX0\" data-ccp-parastyle=\"heading 4\">r<\/span><span class=\"NormalTextRun SCXW53435522 BCX0\" data-ccp-parastyle=\"heading 4\">isk <\/span><span class=\"NormalTextRun SCXW53435522 BCX0\" data-ccp-parastyle=\"heading 4\">m<\/span><span class=\"NormalTextRun SCXW53435522 BCX0\" data-ccp-parastyle=\"heading 4\">odels<\/span><\/span><span class=\"EOP SCXW53435522 BCX0\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335559738&quot;:319,&quot;335559739&quot;:319}\">\u00a0<\/span><\/h3><p><span class=\"TextRun SCXW205514060 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW205514060 BCX0\">These non-traditional metrics enhance predictive accuracy, helping lenders <\/span><span class=\"NormalTextRun SCXW205514060 BCX0\">identify<\/span><span class=\"NormalTextRun SCXW205514060 BCX0\"> creditworthy borrowers more effectively. Case studies show that lenders using alternative data models experience reduced default rates and increased approval rates for previously excluded groups.<\/span><span class=\"NormalTextRun SCXW205514060 BCX0\"> Alternative data credit scores apply to working capital, unsecured term loans, credit cards, asset finance and more.<\/span><\/span><span class=\"EOP SCXW205514060 BCX0\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-87b122f elementor-widget elementor-widget-text-editor\" data-id=\"87b122f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2>Exploring the 4 alternative data sources transforming SME lending<\/h2><h3 aria-level=\"4\">1. Psychometric Assessments\u00a0<\/h3><p><span data-contrast=\"auto\">Psychometric assessments measure a borrower\u2019s personality traits, such as honesty, risk appetite, and financial discipline. These tests can take different forms. At Begini, we offer a gamified user experience to ensure high completion rates while also maximising data collected to evaluate behaviours linked to creditworthiness.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p><p>Applications in Micro SME Lending:\u00a0<\/p><ul><li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"auto\">Widely used in emerging markets where formal credit histories are unavailable.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/li><\/ul><ul><li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\"><span data-contrast=\"auto\"><span data-contrast=\"auto\">Helps predict repayment behaviour based on psychological attributes.<\/span><\/span><\/li><\/ul><p>Example:<span data-contrast=\"auto\"> A fintech in Africa used psychometric testing to assess rural entrepreneurs, achieving a 30% reduction in defaults compared to traditional methods.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p><h3 aria-level=\"4\">2. Mobile Device Metadata\u00a0<\/h3><p><span data-contrast=\"auto\">Device metadata refers to information captured from mobile phones, such as app usage patterns, geolocation, and even battery charging habits. These data points can indicate a borrower\u2019s stability and financial reliability.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p><p>Benefits for SME Lending:\u00a0<\/p><ul><li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"2\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"auto\">Enables real-time insights into business operations for microenterprises.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/li><\/ul><ul><li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"2\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\"><span data-contrast=\"auto\">Helps lenders detect signs of financial distress early.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/li><\/ul><p><b><span data-contrast=\"auto\"><br \/><\/span><\/b>Privacy Considerations:\u00a0<\/p><p><span data-contrast=\"auto\">While metadata offers invaluable insights, it must be handled with strict compliance to data privacy regulations to build trust among borrowers. Begini\u2019s device data solution does not collect any personally identifiable information and ensure privacy by design. <\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p><h3 aria-level=\"4\">3. Payment and Transaction History\u00a0<\/h3><p><span data-contrast=\"auto\">Non-traditional payment records, such as mobile money transactions or e-commerce activity, provide a detailed picture of cash flow.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p><p>Use in Credit Scoring:\u00a0<\/p><ul><li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"3\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"auto\">Tracks income consistency and spending habits for informal businesses.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/li><\/ul><ul><li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"3\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\"><span data-contrast=\"auto\">Serves as a substitute for formal bank statements in credit evaluations.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/li><\/ul><p>Example:<span data-contrast=\"auto\"> In Southeast Asia, some lenders rely on transaction histories from mobile wallets to evaluate micro-SME borrowers, significantly expanding financial inclusion.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p><h3 aria-level=\"4\">4. Utility and Rent Payment Records\u00a0<\/h3><p><span data-contrast=\"auto\">Regular payments for utilities, rent, or phone bills serve as indicators of financial discipline and repayment ability.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p><p>Advantages in Emerging Markets:\u00a0<\/p><ul><li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"4\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"auto\">Provides reliable data for individuals and businesses outside formal banking systems.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/li><\/ul><ul><li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"4\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\"><span data-contrast=\"auto\">Can be automated through partnerships with utility companies to streamline the data collection process.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:0,&quot;335559739&quot;:0}\">\u00a0<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-06b9a59 elementor-widget elementor-widget-text-editor\" data-id=\"06b9a59\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2>From Greece to Pakistan: How Alternative Data Supports Financial Inclusion<\/h2><p data-start=\"231\" data-end=\"1308\">Recent partnerships highlight how alternative data creates measurable impact on SME lending. In Greece, Begini supported <a href=\"https:\/\/microsmart.gr\/\" target=\"_blank\" rel=\"noopener\"><strong data-start=\"352\" data-end=\"366\">MicroSmart<\/strong><\/a>, a microfinance provider, by embedding psychometric assessments and device-based behavioural analytics into their loan process. This <a href=\"https:\/\/www.begini.co\/microsmart-and-begini-partner-to-boost-microfinance-access-for-greek-msmes\/\" target=\"_blank\" rel=\"noopener\"><strong data-start=\"500\" data-end=\"554\">microfinance alternative data case study in Greece<\/strong><\/a> shows how underbanked entrepreneurs \u2014 many with little or no formal credit history \u2014 gained fairer access to finance while the lender reduced default risk.<\/p><p data-start=\"231\" data-end=\"1308\">Similarly, with the <a href=\"https:\/\/www.bop.com.pk\/BoP\" target=\"_blank\" rel=\"noopener\"><strong data-start=\"731\" data-end=\"755\">Bank of Punjab (BOP)<\/strong><\/a> in Pakistan, our platform delivered real-time behavioural scoring at scale. By combining psychometrics with traditional financial data, BOP strengthened its SME and microfinance portfolio, expanding credit access in line with the country\u2019s <a href=\"https:\/\/www.sbp.org.pk\/finc\/NF.asp\" target=\"_blank\" rel=\"noopener\"><strong data-start=\"985\" data-end=\"1026\">National Financial Inclusion Strategy<\/strong><\/a>. This <a href=\"https:\/\/www.begini.co\/begini-and-bank-of-punjab-join-forces-on-sme-credit-access-initiative-in-pakistan\/\" target=\"_blank\" rel=\"noopener\"><strong data-start=\"1033\" data-end=\"1078\">SME credit scoring in Pakistan case study<\/strong><\/a> demonstrates how behavioural data can power inclusive growth. Together, these examples show how alternative data solutions can be tailored across diverse markets to empower lenders and unlock capital for underserved businesses.<\/p><p><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4bb79f7 elementor-widget elementor-widget-image\" data-id=\"4bb79f7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" data-attachment-id=\"3305\" data-permalink=\"https:\/\/www.begini.co\/es\/begini-and-bank-of-punjab-join-forces-on-sme-credit-access-initiative-in-pakistan\/pakistan\/\" data-orig-file=\"https:\/\/i0.wp.com\/www.begini.co\/wp-content\/uploads\/2025\/05\/Pakistan.jpg?fit=1200%2C800&amp;ssl=1\" data-orig-size=\"1200,800\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;1&quot;}\" data-image-title=\"Pakistan\" data-image-description=\"&lt;p&gt;SME Lending in Pakistan&lt;\/p&gt;\n\" data-image-caption=\"&lt;p&gt;SME Lending in Pakistan&lt;\/p&gt;\n\" data-large-file=\"https:\/\/i0.wp.com\/www.begini.co\/wp-content\/uploads\/2025\/05\/Pakistan.jpg?fit=800%2C534&amp;ssl=1\" width=\"800\" height=\"534\" src=\"https:\/\/i0.wp.com\/www.begini.co\/wp-content\/uploads\/2025\/05\/Pakistan.jpg?fit=800%2C534&amp;ssl=1\" class=\"attachment-large size-large wp-image-3305\" alt=\"SME Lending in Pakistan\" srcset=\"https:\/\/i0.wp.com\/www.begini.co\/wp-content\/uploads\/2025\/05\/Pakistan.jpg?w=1200&amp;ssl=1 1200w, https:\/\/i0.wp.com\/www.begini.co\/wp-content\/uploads\/2025\/05\/Pakistan.jpg?resize=300%2C200&amp;ssl=1 300w, https:\/\/i0.wp.com\/www.begini.co\/wp-content\/uploads\/2025\/05\/Pakistan.jpg?resize=1024%2C683&amp;ssl=1 1024w, https:\/\/i0.wp.com\/www.begini.co\/wp-content\/uploads\/2025\/05\/Pakistan.jpg?resize=768%2C512&amp;ssl=1 768w, https:\/\/i0.wp.com\/www.begini.co\/wp-content\/uploads\/2025\/05\/Pakistan.jpg?resize=18%2C12&amp;ssl=1 18w\" sizes=\"(max-width: 800px) 100vw, 800px\" data-attachment-id=\"3305\" data-permalink=\"https:\/\/www.begini.co\/begini-and-bank-of-punjab-join-forces-on-sme-credit-access-initiative-in-pakistan\/pakistan\/\" data-orig-file=\"https:\/\/i0.wp.com\/www.begini.co\/wp-content\/uploads\/2025\/05\/Pakistan.jpg?fit=1200%2C800&amp;ssl=1\" data-orig-size=\"1200,800\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;1&quot;}\" data-image-title=\"Pakistan\" data-image-description=\"&lt;p&gt;SME Lending in Pakistan&lt;\/p&gt;\n\" data-image-caption=\"&lt;p&gt;SME Lending in Pakistan&lt;\/p&gt;\n\" data-large-file=\"https:\/\/i0.wp.com\/www.begini.co\/wp-content\/uploads\/2025\/05\/Pakistan.jpg?fit=800%2C534&amp;ssl=1\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-36ab66e elementor-widget elementor-widget-text-editor\" data-id=\"36ab66e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2>The Advantages and Challenges of Alternative Risk Models<\/h2><h3 aria-level=\"4\">Advantages of Alternative Data in Lending\u00a0<\/h3><ul><li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"5\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\">Enhanced Inclusion: Enables access to credit for previously underserved populations.\u00a0<\/li><\/ul><ul><li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"5\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\">Increased Predictive Power: Improves loan performance by accurately identifying credit risks.\u00a0<\/li><\/ul><ul><li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"5\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"3\" data-aria-level=\"1\">Operational Efficiency: Automates decision-making processes, reducing costs and approval times.\u00a0<\/li><\/ul><h3 aria-level=\"4\">Challenges and Limitations\u00a0<\/h3><ul><li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"6\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\">Data Privacy and Security: Borrowers may be hesitant to share data, necessitating robust privacy protections and education around the security of the solution.\u00a0<\/li><\/ul><ul><li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"6\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\">Regulatory Hurdles: In some markets regulations and clear guidelines are still being developed.\u00a0<\/li><\/ul><p><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6ca0f2e elementor-widget elementor-widget-text-editor\" data-id=\"6ca0f2e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2 aria-level=\"3\">Frequently Asked Questions (FAQs)<span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335559738&quot;:281,&quot;335559739&quot;:281}\">\u00a0<\/span><\/h2><h3>1. What is alternative data, and how is it used in credit scoring?\u00a0<\/h3><p><span data-contrast=\"auto\">Alternative data includes non-traditional information like psychometric assessments and transaction histories, used to assess creditworthiness for individuals and businesses lacking formal credit records.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p><h3>2. Why are traditional credit scoring methods inadequate for SMEs?\u00a0<\/h3><p><span data-contrast=\"auto\">Traditional models rely on collateral and financial history, which SMEs often lack, making alternative data essential for assessing their credit risk.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p><h3>3. How do psychometric assessments measure creditworthiness?\u00a0<\/h3><p><span data-contrast=\"auto\">They evaluate psychological traits like reliability and risk tolerance, providing insights into the borrower\u2019s willingness to repay loans.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p><h3>4. Is it ethical to use device metadata for SME lending decisions?\u00a0<\/h3><p><span data-contrast=\"auto\">Yes, if used responsibly with borrower consent and in compliance with privacy regulations, device metadata can enhance risk assessments. It gives the borrower control over their own data and the choice to use their data for services which are meaningful to them. Data should never be taken without users explained consent. <\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p><h3>5. Can small lenders afford to implement alternative data solutions?\u00a0<\/h3><p><span data-contrast=\"auto\">Yes, many fintech platforms offer scalable solutions tailored for small lenders, enabling cost-effective adoption.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p><h3>6. How can alternative risk models be regulated in emerging markets?\u00a0<\/h3><p><span data-contrast=\"auto\">Governments and regulators are establishing enabling frameworks that ensure data privacy, transparency, and ethical use of alternative data.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p><p><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-93fa39f elementor-widget elementor-widget-text-editor\" data-id=\"93fa39f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2 aria-level=\"3\">Conclusion\u00a0<\/h2><p aria-level=\"4\"><strong><em>Summarising the impact of alternative data in SME lending\u00a0<\/em><\/strong><\/p><p>Alternative data is reshaping SME lending by addressing long-standing challenges in assessing credit risk. With tools like psychometric assessments, mobile device metadata, and payment histories, lenders can make more inclusive and accurate decisions.\u00a0<\/p><p>Financial institutions that embrace these innovations are finding a competitive advantage in rapidly developing markets. Partnering with fintech providers, investing in data infrastructure, and adhering to ethical practices are crucial steps.\u00a0<\/p><p>At Begini, we specialise in leveraging alternative data to empower lenders and expand financial inclusion. Reach out to learn how we can help transform your lending strategy.\u00a0<\/p><p>\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8dc6b93 elementor-widget elementor-widget-spacer\" data-id=\"8dc6b93\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-9474c13\" data-id=\"9474c13\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-fd36a7c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"fd36a7c\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-2334109\" data-id=\"2334109\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-97359e9 elementor-widget elementor-widget-heading\" data-id=\"97359e9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Share:<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-248cab2\" data-id=\"248cab2\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0cbf997 elementor-share-buttons--view-icon elementor-share-buttons--skin-framed elementor-share-buttons--shape-circle elementor-grid-0 elementor-share-buttons--color-official elementor-widget elementor-widget-share-buttons\" data-id=\"0cbf997\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"share-buttons.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-grid\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_linkedin\" role=\"button\" tabindex=\"0\" aria-label=\"Share on linkedin\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<i class=\"fab fa-linkedin\" aria-hidden=\"true\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-25558e1 elementor-widget elementor-widget-heading\" data-id=\"25558e1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">More Posts<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b54b493 elementor-grid-1 elementor-posts--thumbnail-left elementor-grid-tablet-2 elementor-grid-mobile-1 elementor-widget elementor-widget-posts\" data-id=\"b54b493\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;classic_columns&quot;:&quot;1&quot;,&quot;classic_columns_tablet&quot;:&quot;2&quot;,&quot;classic_columns_mobile&quot;:&quot;1&quot;,&quot;classic_row_gap&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:35,&quot;sizes&quot;:[]},&quot;classic_row_gap_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;classic_row_gap_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"posts.classic\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-posts-container elementor-posts elementor-posts--skin-classic elementor-grid\" role=\"list\">\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-4162 post type-post status-publish format-standard hentry category-alternative-data category-financial-inclusion tag-credit-score tag-financial-inclusion tag-latam\" role=\"listitem\">\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/www.begini.co\/es\/unlocking-housing-access-in-latam-with-behavioural-data\/\" >\n\t\t\t\tUnlocking housing access in LATAM with behavioural data\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-3952 post type-post status-publish format-standard has-post-thumbnail hentry category-alternative-data category-credit-scores category-financial-inclusion tag-credit-inclusion tag-credit-score tag-latam tag-msme tag-psychometrics tag-sme tag-unbanked\" role=\"listitem\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/www.begini.co\/es\/beyond-the-credit-bureau\/\" tabindex=\"-1\" >\n\t\t\t<div class=\"elementor-post__thumbnail\"><img decoding=\"async\" data-attachment-id=\"3953\" data-permalink=\"https:\/\/www.begini.co\/es\/beyond-the-credit-bureau\/beyond-the-bureau\/\" data-orig-file=\"https:\/\/i0.wp.com\/www.begini.co\/wp-content\/uploads\/2026\/03\/Beyond-the-Bureau.webp?fit=1200%2C800&amp;ssl=1\" data-orig-size=\"1200,800\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;1&quot;}\" data-image-title=\"Beyond the Bureau\" data-image-description=\"&lt;p&gt;Two young latin american women shopping.&lt;\/p&gt;\n\" data-image-caption=\"&lt;p&gt;Alternative credit scoring in LATAM&lt;\/p&gt;\n\" data-large-file=\"https:\/\/i0.wp.com\/www.begini.co\/wp-content\/uploads\/2026\/03\/Beyond-the-Bureau.webp?fit=800%2C534&amp;ssl=1\" width=\"300\" height=\"200\" src=\"https:\/\/i0.wp.com\/www.begini.co\/wp-content\/uploads\/2026\/03\/Beyond-the-Bureau.webp?fit=300%2C200&amp;ssl=1\" class=\"attachment-medium size-medium wp-image-3953\" alt=\"\" data-attachment-id=\"3953\" data-permalink=\"https:\/\/www.begini.co\/es\/beyond-the-credit-bureau\/beyond-the-bureau\/\" data-orig-file=\"https:\/\/i0.wp.com\/www.begini.co\/wp-content\/uploads\/2026\/03\/Beyond-the-Bureau.webp?fit=1200%2C800&amp;ssl=1\" data-orig-size=\"1200,800\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;1&quot;}\" data-image-title=\"Beyond the Bureau\" data-image-description=\"&lt;p&gt;Two young latin american women shopping.&lt;\/p&gt;\n\" data-image-caption=\"&lt;p&gt;Alternative credit scoring in LATAM&lt;\/p&gt;\n\" data-large-file=\"https:\/\/i0.wp.com\/www.begini.co\/wp-content\/uploads\/2026\/03\/Beyond-the-Bureau.webp?fit=800%2C534&amp;ssl=1\" srcset=\"https:\/\/i0.wp.com\/www.begini.co\/wp-content\/uploads\/2026\/03\/Beyond-the-Bureau.webp?w=1200&amp;ssl=1 1200w, https:\/\/i0.wp.com\/www.begini.co\/wp-content\/uploads\/2026\/03\/Beyond-the-Bureau.webp?resize=300%2C200&amp;ssl=1 300w, https:\/\/i0.wp.com\/www.begini.co\/wp-content\/uploads\/2026\/03\/Beyond-the-Bureau.webp?resize=1024%2C683&amp;ssl=1 1024w, https:\/\/i0.wp.com\/www.begini.co\/wp-content\/uploads\/2026\/03\/Beyond-the-Bureau.webp?resize=768%2C512&amp;ssl=1 768w, https:\/\/i0.wp.com\/www.begini.co\/wp-content\/uploads\/2026\/03\/Beyond-the-Bureau.webp?resize=18%2C12&amp;ssl=1 18w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/div>\n\t\t<\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/www.begini.co\/es\/beyond-the-credit-bureau\/\" >\n\t\t\t\tBeyond the Credit Bureau\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-3839 post type-post status-publish format-standard has-post-thumbnail hentry category-alternative-data category-company-news category-credit-scores category-financial-inclusion tag-credit-inclusion tag-credit-score tag-msme tag-psychometrics tag-sme tag-unbanked\" role=\"listitem\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/www.begini.co\/es\/why-credit-history-alone-fails\/\" tabindex=\"-1\" >\n\t\t\t<div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" data-attachment-id=\"3857\" data-permalink=\"https:\/\/www.begini.co\/es\/why-credit-history-alone-fails\/ecuador\/\" data-orig-file=\"https:\/\/i0.wp.com\/www.begini.co\/wp-content\/uploads\/2026\/01\/Ecuador.webp?fit=1200%2C800&amp;ssl=1\" data-orig-size=\"1200,800\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;1&quot;}\" data-image-title=\"Ecuador\" data-image-description=\"&lt;p&gt;expanding credit access in informal economies with behavioural analytics&lt;\/p&gt;\n\" data-image-caption=\"&lt;p&gt;expanding credit access in informal economies with behavioural analytics&lt;\/p&gt;\n\" data-large-file=\"https:\/\/i0.wp.com\/www.begini.co\/wp-content\/uploads\/2026\/01\/Ecuador.webp?fit=800%2C534&amp;ssl=1\" width=\"300\" height=\"200\" src=\"https:\/\/i0.wp.com\/www.begini.co\/wp-content\/uploads\/2026\/01\/Ecuador.webp?fit=300%2C200&amp;ssl=1\" class=\"attachment-medium size-medium wp-image-3857\" alt=\"informal marketplace in latin america\" data-attachment-id=\"3857\" data-permalink=\"https:\/\/www.begini.co\/es\/why-credit-history-alone-fails\/ecuador\/\" data-orig-file=\"https:\/\/i0.wp.com\/www.begini.co\/wp-content\/uploads\/2026\/01\/Ecuador.webp?fit=1200%2C800&amp;ssl=1\" data-orig-size=\"1200,800\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;1&quot;}\" data-image-title=\"Ecuador\" data-image-description=\"&lt;p&gt;expanding credit access in informal economies with behavioural analytics&lt;\/p&gt;\n\" data-image-caption=\"&lt;p&gt;expanding credit access in informal economies with behavioural analytics&lt;\/p&gt;\n\" data-large-file=\"https:\/\/i0.wp.com\/www.begini.co\/wp-content\/uploads\/2026\/01\/Ecuador.webp?fit=800%2C534&amp;ssl=1\" srcset=\"https:\/\/i0.wp.com\/www.begini.co\/wp-content\/uploads\/2026\/01\/Ecuador.webp?w=1200&amp;ssl=1 1200w, https:\/\/i0.wp.com\/www.begini.co\/wp-content\/uploads\/2026\/01\/Ecuador.webp?resize=300%2C200&amp;ssl=1 300w, https:\/\/i0.wp.com\/www.begini.co\/wp-content\/uploads\/2026\/01\/Ecuador.webp?resize=1024%2C683&amp;ssl=1 1024w, https:\/\/i0.wp.com\/www.begini.co\/wp-content\/uploads\/2026\/01\/Ecuador.webp?resize=768%2C512&amp;ssl=1 768w, https:\/\/i0.wp.com\/www.begini.co\/wp-content\/uploads\/2026\/01\/Ecuador.webp?resize=18%2C12&amp;ssl=1 18w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/div>\n\t\t<\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/www.begini.co\/es\/why-credit-history-alone-fails\/\" >\n\t\t\t\tWhy credit history alone fails in informal economies\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-3734 post type-post status-publish format-standard has-post-thumbnail hentry category-alternative-data category-company-news category-credit-scores category-financial-inclusion tag-credit-inclusion tag-credit-score tag-msme tag-psychometrics tag-sme tag-unbanked\" role=\"listitem\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/www.begini.co\/es\/finalco-adopts-beginis-behavioural-insights\/\" tabindex=\"-1\" >\n\t\t\t<div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" data-attachment-id=\"3743\" data-permalink=\"https:\/\/www.begini.co\/es\/finalco-adopts-beginis-behavioural-insights\/finalco-2\/\" data-orig-file=\"https:\/\/i0.wp.com\/www.begini.co\/wp-content\/uploads\/2025\/11\/Finalco.jpg?fit=1200%2C800&amp;ssl=1\" data-orig-size=\"1200,800\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;1&quot;}\" data-image-title=\"Finalco\" data-image-description=\"&lt;p&gt;Financial inclusion in Colombia&lt;\/p&gt;\n\" data-image-caption=\"&lt;p&gt;Financial inclusion in Colombia&lt;\/p&gt;\n\" data-large-file=\"https:\/\/i0.wp.com\/www.begini.co\/wp-content\/uploads\/2025\/11\/Finalco.jpg?fit=800%2C534&amp;ssl=1\" width=\"300\" height=\"200\" src=\"https:\/\/i0.wp.com\/www.begini.co\/wp-content\/uploads\/2025\/11\/Finalco.jpg?fit=300%2C200&amp;ssl=1\" class=\"attachment-medium size-medium wp-image-3743\" alt=\"Begini&#039;s AI-powered financial inclusion tools launched in Colombia\" data-attachment-id=\"3743\" data-permalink=\"https:\/\/www.begini.co\/es\/finalco-adopts-beginis-behavioural-insights\/finalco-2\/\" data-orig-file=\"https:\/\/i0.wp.com\/www.begini.co\/wp-content\/uploads\/2025\/11\/Finalco.jpg?fit=1200%2C800&amp;ssl=1\" data-orig-size=\"1200,800\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;1&quot;}\" data-image-title=\"Finalco\" data-image-description=\"&lt;p&gt;Financial inclusion in Colombia&lt;\/p&gt;\n\" data-image-caption=\"&lt;p&gt;Financial inclusion in Colombia&lt;\/p&gt;\n\" data-large-file=\"https:\/\/i0.wp.com\/www.begini.co\/wp-content\/uploads\/2025\/11\/Finalco.jpg?fit=800%2C534&amp;ssl=1\" srcset=\"https:\/\/i0.wp.com\/www.begini.co\/wp-content\/uploads\/2025\/11\/Finalco.jpg?w=1200&amp;ssl=1 1200w, https:\/\/i0.wp.com\/www.begini.co\/wp-content\/uploads\/2025\/11\/Finalco.jpg?resize=300%2C200&amp;ssl=1 300w, https:\/\/i0.wp.com\/www.begini.co\/wp-content\/uploads\/2025\/11\/Finalco.jpg?resize=1024%2C683&amp;ssl=1 1024w, https:\/\/i0.wp.com\/www.begini.co\/wp-content\/uploads\/2025\/11\/Finalco.jpg?resize=768%2C512&amp;ssl=1 768w, https:\/\/i0.wp.com\/www.begini.co\/wp-content\/uploads\/2025\/11\/Finalco.jpg?resize=18%2C12&amp;ssl=1 18w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/div>\n\t\t<\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/www.begini.co\/es\/finalco-adopts-beginis-behavioural-insights\/\" >\n\t\t\t\tFinalco and Begini expand fair credit in Colombia\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-b1bcdd2 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b1bcdd2\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-e024e64\" data-id=\"e024e64\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0b7eeab elementor-widget elementor-widget-heading\" data-id=\"0b7eeab\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Want to know more?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-df6c226 elementor-widget elementor-widget-heading\" data-id=\"df6c226\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">If you have a question about the potential of alternative data, or you'd like to see our platform in action, drop us a line?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-ea96fc7 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ea96fc7\" data-element_type=\"section\" data-e-type=\"section\" 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