  {"id":14443,"date":"2021-03-23T11:21:49","date_gmt":"2021-03-23T15:21:49","guid":{"rendered":"https:\/\/digital.hbs.edu\/platform-digit\/submission\/tala-how-data-boosts-access-to-credit-for-low-income-individuals-in-emerging-economies\/"},"modified":"2021-03-23T11:26:18","modified_gmt":"2021-03-23T15:26:18","slug":"tala-how-data-boosts-access-to-credit-for-low-income-individuals-in-emerging-economies","status":"publish","type":"hck-submission","link":"https:\/\/d3.harvard.edu\/platform-digit\/submission\/tala-how-data-boosts-access-to-credit-for-low-income-individuals-in-emerging-economies\/","title":{"rendered":"Tala \u2013 How data boosts access to credit for low-income individuals in emerging economies"},"content":{"rendered":"<p>Tala is a data science company that provides micro-loans ranging from $10 to $500 to low-income individuals in emerging markets. Only 69% of adults worldwide (63% in emerging economies) have an account at a financial institution or through a mobile money provider <a href=\"\/\/EC815EC4-59EE-4685-B4E0-C145F8761F94#_ftn1\" name=\"_ftnref1\">[1]<\/a>, 1.7 billion adults remain unbanked <a href=\"\/\/EC815EC4-59EE-4685-B4E0-C145F8761F94#_ftn2\" name=\"_ftnref2\">[2]<\/a>. Tala enables people to access personalized, uncollateralized loans through a smartphone app, regardless of credit history.<\/p>\n<p><a href=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2021\/03\/tala-1000x416-1.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-14446\" src=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2021\/03\/tala-1000x416-1.jpg\" alt=\"\" width=\"1000\" height=\"416\" srcset=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2021\/03\/tala-1000x416-1.jpg 1000w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2021\/03\/tala-1000x416-1-300x125.jpg 300w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2021\/03\/tala-1000x416-1-768x319.jpg 768w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2021\/03\/tala-1000x416-1-600x250.jpg 600w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" \/><\/a><\/p>\n<p><strong>Profit through an innovative use of data<\/strong><\/p>\n<p>In 2016 Tala had provided $20 million in loans to more than 150,000 people <a href=\"\/\/EC815EC4-59EE-4685-B4E0-C145F8761F94#_ftn3\" name=\"_ftnref3\">[3]<\/a>. In 2019, it made $1.5 million in revenues, for a profit of $500,000 <a href=\"\/\/EC815EC4-59EE-4685-B4E0-C145F8761F94#_ftn4\" name=\"_ftnref4\">[4]<\/a>. The startup has raised $220 million from private investors and has a valuation of $1 billion <a href=\"\/\/EC815EC4-59EE-4685-B4E0-C145F8761F94#_ftn5\" name=\"_ftnref5\"><sup>[5]<\/sup><\/a>. \u201cThe idea of lending purely based on the data available on a consumer\u2019s mobile device was completely unproven \u2014 no one had ever done it\u201d said one investor <a href=\"\/\/EC815EC4-59EE-4685-B4E0-C145F8761F94#_ftn6\" name=\"_ftnref6\">[6]<\/a>. Many financial service providers operating in developing countries have data, but they lack the capacity to store and analyze this data.<\/p>\n<p><strong>How Tala uses data to build credit scoring and a financial identity <\/strong><\/p>\n<p>Tala\u2019s scoring model relies on more that 250 data points divided in 2 categories: Android device data, and behavioral data. This data are used for credit assessment and includes name, gender, age, purpose of the loans, proof of utility or phone bill payment, information on the borrower\u2019s online behavior, etc. Behavioral data includes \u201chow customers interacted with the app, if they read the terms and conditions, any mistakes while typing basic biographical information\u201d <a href=\"\/\/EC815EC4-59EE-4685-B4E0-C145F8761F94#_ftn7\" name=\"_ftnref7\">[7]<\/a>. The data even reveal where the applicant goes during the day. Device data such as type of mobile phone used and year of the operating system allow the identification of the borrowing capacity while mobile bill payment history and behavioral data help assessing the likelihood of repayment. This is because, according to Tala\u2019s approach, \u201ca person\u2019s routine habits are more meaningful than traditional credit scoring\u201d <a href=\"\/\/EC815EC4-59EE-4685-B4E0-C145F8761F94#_ftn8\" name=\"_ftnref8\">[8]<\/a>.<\/p>\n<p><a href=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2021\/03\/Image-2.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large wp-image-14441\" src=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2021\/03\/Image-2-1024x571.png\" alt=\"\" width=\"640\" height=\"357\" srcset=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2021\/03\/Image-2-1024x571.png 1024w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2021\/03\/Image-2-300x167.png 300w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2021\/03\/Image-2-768x429.png 768w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2021\/03\/Image-2-600x335.png 600w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2021\/03\/Image-2.png 1344w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/a><\/p>\n<p><strong>Speed and accuracy of the Tata\u2019s model<\/strong><\/p>\n<p>The disbursement process is fast, and it supports borrowers in need of emergency loans. After downloading the app, the borrower responds to 8 questions and is immediately scored. After the scoring he receives a loan offer and, if he accepts it, he gets the money in a mobile wallet. 85% of customers receive cash in their wallet in 2 minutes <a href=\"\/\/EC815EC4-59EE-4685-B4E0-C145F8761F94#_ftn9\" name=\"_ftnref9\">[9]<\/a>. The scoring model designed by Tala is so accurate the repayment rate of loans is higher than 90% <a href=\"\/\/EC815EC4-59EE-4685-B4E0-C145F8761F94#_ftn10\" name=\"_ftnref10\">[10]<\/a>.<\/p>\n<p><strong>Beyond credit scoring<\/strong><\/p>\n<p>The use of data analytics is not only aimed at building a credit score. Through data collection Tala is building a \u201cfinancial identity\u201d <a href=\"\/\/EC815EC4-59EE-4685-B4E0-C145F8761F94#_ftn11\" name=\"_ftnref11\">[11]<\/a> for people without any form of identification (such as identity documents or voter cards), who are normally excluded by traditional financial services.<\/p>\n<p><strong>Challenges and opportunities<\/strong><\/p>\n<p>A primary factor of concern is that, although Tala reports that data are encrypted and personally identifiable information are not shared with third parties, issues on the data protection might arise <a href=\"\/\/EC815EC4-59EE-4685-B4E0-C145F8761F94#_ftn12\" name=\"_ftnref12\">[12]<\/a>. Next, Tala faces a high competition in the financial services space. Currently, the competition is increasing due to the high popularity of digital financial services, which is partially caused by the COVID-19 pandemic which is forcing digitalization of payments. Finally, another challenge, that could also represent an opportunity, is that the present loan amount offered by Tala.<\/p>\n<p><a href=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2021\/03\/Image-3.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-14442\" src=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2021\/03\/Image-3.png\" alt=\"\" width=\"990\" height=\"644\" srcset=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2021\/03\/Image-3.png 990w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2021\/03\/Image-3-300x195.png 300w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2021\/03\/Image-3-768x500.png 768w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2021\/03\/Image-3-600x390.png 600w\" sizes=\"auto, (max-width: 990px) 100vw, 990px\" \/><\/a><\/p>\n<p><a href=\"\/\/EC815EC4-59EE-4685-B4E0-C145F8761F94#_ftnref1\" name=\"_ftn1\">[1]<\/a> Demirg\u00fc\u00e7-Kunt, Asli; Klapper, Leora; Singer, Dorothe; Ansar, Saniya; Hess, Jake. 2017. <em>The Global Findex Database 2017. Measuring Financial Inclusion and the Fintech Revolution <\/em>(World Bank Group). Available at: <a href=\"https:\/\/globalfindex.worldbank.org\/\">https:\/\/globalfindex.worldbank.org<\/a><\/p>\n<p><a href=\"\/\/EC815EC4-59EE-4685-B4E0-C145F8761F94#_ftnref2\" name=\"_ftn2\">[2]<\/a> <em>Ibidem<\/em><\/p>\n<p><a href=\"\/\/EC815EC4-59EE-4685-B4E0-C145F8761F94#_ftnref3\" name=\"_ftn3\">[3]<\/a> Shetty, Sameepa. 2020. \u201cStart-up uses mobile data as a credit score for the global unbanked\u201din <em>CNBC<\/em>, Jan 3, 2020. Available at: <a href=\"https:\/\/www.cnbc.com\/2020\/01\/03\/start-up-uses-mobile-data-as-a-credit-score-for-the-global-unbanked.html\">https:\/\/www.cnbc.com\/2020\/01\/03\/start-up-uses-mobile-data-as-a-credit-score-for-the-global-unbanked.html<\/a><\/p>\n<p><a href=\"\/\/EC815EC4-59EE-4685-B4E0-C145F8761F94#_ftnref4\" name=\"_ftn4\">[4]<\/a> Adams, Susan. 2016. \u201cHow Tala Mobile Is Using Phone Data to Revolutionize Microfinance\u201din <em>Forbes<\/em>, Aug 29, 2016. Available at: <a href=\"https:\/\/www.forbes.com\/sites\/forbestreptalks\/2016\/08\/29\/how-tala-mobile-is-using-phone-data-to-revolutionize-microfinance\/?sh=304d2dee2a9f\">https:\/\/www.forbes.com\/sites\/forbestreptalks\/2016\/08\/29\/how-tala-mobile-is-using-phone-data-to-revolutionize-microfinance\/?sh=304d2dee2a9f<\/a><\/p>\n<p><a href=\"\/\/EC815EC4-59EE-4685-B4E0-C145F8761F94#_ftnref5\" name=\"_ftn5\">[5]<\/a> Shetty, 2020, cit.<\/p>\n<p><a href=\"\/\/EC815EC4-59EE-4685-B4E0-C145F8761F94#_ftnref6\" name=\"_ftn6\">[6]<\/a> <em>Ibidem<\/em><\/p>\n<p><a href=\"\/\/EC815EC4-59EE-4685-B4E0-C145F8761F94#_ftnref7\" name=\"_ftn7\">[7]<\/a> <em>Ibidem<\/em><\/p>\n<p><a href=\"\/\/EC815EC4-59EE-4685-B4E0-C145F8761F94#_ftnref8\" name=\"_ftn8\">[8]<\/a> Adams, 2016, cit.<\/p>\n<p><a href=\"\/\/EC815EC4-59EE-4685-B4E0-C145F8761F94#_ftnref9\" name=\"_ftn9\">[9]<\/a> <em>Ibidem<\/em><\/p>\n<p><a href=\"\/\/EC815EC4-59EE-4685-B4E0-C145F8761F94#_ftnref10\" name=\"_ftn10\">[10]<\/a> <em>Ibidem<\/em><\/p>\n<p><a href=\"\/\/EC815EC4-59EE-4685-B4E0-C145F8761F94#_ftnref11\" name=\"_ftn11\">[11]<\/a> Youtube video <em>Tala: Providing Financial Identities To Those Without Credit Scores<\/em>. Available at: <a href=\"https:\/\/www.youtube.com\/watch?v=cV52p-fuNmA\">https:\/\/www.youtube.com\/watch?v=cV52p-fuNmA<\/a><\/p>\n<p><a href=\"\/\/EC815EC4-59EE-4685-B4E0-C145F8761F94#_ftnref12\" name=\"_ftn12\">[12]<\/a> Shetty, 2020, cit.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Tala is a data science company that provides micro-loans ranging from $10 to $500 to low-income individuals in emerging markets. Only 69% of adults worldwide (63% in emerging economies) have an account at a financial institution or through a mobile [&hellip;]<\/p>\n","protected":false},"author":18531,"featured_media":14444,"comment_status":"open","ping_status":"closed","template":"","categories":[],"class_list":["post-14443","hck-submission","type-hck-submission","status-publish","has-post-thumbnail","hentry","hck-taxonomy-organization-tala","hck-taxonomy-industry-financial-services"],"connected_submission_link":"https:\/\/d3.harvard.edu\/platform-digit\/assignment\/competing-with-data-2\/","yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Tala \u2013 How data boosts access to credit for low-income individuals in emerging economies - Digital Innovation and Transformation<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/d3.harvard.edu\/platform-digit\/submission\/tala-how-data-boosts-access-to-credit-for-low-income-individuals-in-emerging-economies\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Tala \u2013 How data boosts access to credit for low-income individuals in emerging economies - Digital Innovation and Transformation\" \/>\n<meta property=\"og:description\" content=\"Tala is a data science company that provides micro-loans ranging from $10 to $500 to low-income individuals in emerging markets. Only 69% of adults worldwide (63% in emerging economies) have an account at a financial institution or through a mobile [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/d3.harvard.edu\/platform-digit\/submission\/tala-how-data-boosts-access-to-credit-for-low-income-individuals-in-emerging-economies\/\" \/>\n<meta property=\"og:site_name\" content=\"Digital Innovation and Transformation\" \/>\n<meta property=\"article:modified_time\" content=\"2021-03-23T15:26:18+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2021\/03\/Screen-Shot-2021-03-23-at-9.37.50-AM.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1216\" \/>\n\t<meta property=\"og:image:height\" content=\"652\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"3 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-digit\\\/submission\\\/tala-how-data-boosts-access-to-credit-for-low-income-individuals-in-emerging-economies\\\/\",\"url\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-digit\\\/submission\\\/tala-how-data-boosts-access-to-credit-for-low-income-individuals-in-emerging-economies\\\/\",\"name\":\"Tala \u2013 How data boosts access to credit for low-income individuals in emerging economies - Digital Innovation and Transformation\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-digit\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-digit\\\/submission\\\/tala-how-data-boosts-access-to-credit-for-low-income-individuals-in-emerging-economies\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-digit\\\/submission\\\/tala-how-data-boosts-access-to-credit-for-low-income-individuals-in-emerging-economies\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-digit\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2021\\\/03\\\/Screen-Shot-2021-03-23-at-9.37.50-AM.png\",\"datePublished\":\"2021-03-23T15:21:49+00:00\",\"dateModified\":\"2021-03-23T15:26:18+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-digit\\\/submission\\\/tala-how-data-boosts-access-to-credit-for-low-income-individuals-in-emerging-economies\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/d3.harvard.edu\\\/platform-digit\\\/submission\\\/tala-how-data-boosts-access-to-credit-for-low-income-individuals-in-emerging-economies\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-digit\\\/submission\\\/tala-how-data-boosts-access-to-credit-for-low-income-individuals-in-emerging-economies\\\/#primaryimage\",\"url\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-digit\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2021\\\/03\\\/Screen-Shot-2021-03-23-at-9.37.50-AM.png\",\"contentUrl\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-digit\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2021\\\/03\\\/Screen-Shot-2021-03-23-at-9.37.50-AM.png\",\"width\":1216,\"height\":652},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-digit\\\/submission\\\/tala-how-data-boosts-access-to-credit-for-low-income-individuals-in-emerging-economies\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-digit\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Submissions\",\"item\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-digit\\\/submission\\\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Tala \u2013 How data boosts access to credit for low-income individuals in emerging economies\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-digit\\\/#website\",\"url\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-digit\\\/\",\"name\":\"Digital Innovation and Transformation\",\"description\":\"MBA Student Perspectives\",\"potentialAction\":[{\"@type\":\"性视界Action\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-digit\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Tala \u2013 How data boosts access to credit for low-income individuals in emerging economies - Digital Innovation and Transformation","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/d3.harvard.edu\/platform-digit\/submission\/tala-how-data-boosts-access-to-credit-for-low-income-individuals-in-emerging-economies\/","og_locale":"en_US","og_type":"article","og_title":"Tala \u2013 How data boosts access to credit for low-income individuals in emerging economies - Digital Innovation and Transformation","og_description":"Tala is a data science company that provides micro-loans ranging from $10 to $500 to low-income individuals in emerging markets. Only 69% of adults worldwide (63% in emerging economies) have an account at a financial institution or through a mobile [&hellip;]","og_url":"https:\/\/d3.harvard.edu\/platform-digit\/submission\/tala-how-data-boosts-access-to-credit-for-low-income-individuals-in-emerging-economies\/","og_site_name":"Digital Innovation and Transformation","article_modified_time":"2021-03-23T15:26:18+00:00","og_image":[{"width":1216,"height":652,"url":"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2021\/03\/Screen-Shot-2021-03-23-at-9.37.50-AM.png","type":"image\/png"}],"twitter_card":"summary_large_image","twitter_misc":{"Est. reading time":"3 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/d3.harvard.edu\/platform-digit\/submission\/tala-how-data-boosts-access-to-credit-for-low-income-individuals-in-emerging-economies\/","url":"https:\/\/d3.harvard.edu\/platform-digit\/submission\/tala-how-data-boosts-access-to-credit-for-low-income-individuals-in-emerging-economies\/","name":"Tala \u2013 How data boosts access to credit for low-income individuals in emerging economies - Digital Innovation and Transformation","isPartOf":{"@id":"https:\/\/d3.harvard.edu\/platform-digit\/#website"},"primaryImageOfPage":{"@id":"https:\/\/d3.harvard.edu\/platform-digit\/submission\/tala-how-data-boosts-access-to-credit-for-low-income-individuals-in-emerging-economies\/#primaryimage"},"image":{"@id":"https:\/\/d3.harvard.edu\/platform-digit\/submission\/tala-how-data-boosts-access-to-credit-for-low-income-individuals-in-emerging-economies\/#primaryimage"},"thumbnailUrl":"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2021\/03\/Screen-Shot-2021-03-23-at-9.37.50-AM.png","datePublished":"2021-03-23T15:21:49+00:00","dateModified":"2021-03-23T15:26:18+00:00","breadcrumb":{"@id":"https:\/\/d3.harvard.edu\/platform-digit\/submission\/tala-how-data-boosts-access-to-credit-for-low-income-individuals-in-emerging-economies\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/d3.harvard.edu\/platform-digit\/submission\/tala-how-data-boosts-access-to-credit-for-low-income-individuals-in-emerging-economies\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/d3.harvard.edu\/platform-digit\/submission\/tala-how-data-boosts-access-to-credit-for-low-income-individuals-in-emerging-economies\/#primaryimage","url":"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2021\/03\/Screen-Shot-2021-03-23-at-9.37.50-AM.png","contentUrl":"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2021\/03\/Screen-Shot-2021-03-23-at-9.37.50-AM.png","width":1216,"height":652},{"@type":"BreadcrumbList","@id":"https:\/\/d3.harvard.edu\/platform-digit\/submission\/tala-how-data-boosts-access-to-credit-for-low-income-individuals-in-emerging-economies\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/d3.harvard.edu\/platform-digit\/"},{"@type":"ListItem","position":2,"name":"Submissions","item":"https:\/\/d3.harvard.edu\/platform-digit\/submission\/"},{"@type":"ListItem","position":3,"name":"Tala \u2013 How data boosts access to credit for low-income individuals in emerging economies"}]},{"@type":"WebSite","@id":"https:\/\/d3.harvard.edu\/platform-digit\/#website","url":"https:\/\/d3.harvard.edu\/platform-digit\/","name":"Digital Innovation and Transformation","description":"MBA Student Perspectives","potentialAction":[{"@type":"性视界Action","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/d3.harvard.edu\/platform-digit\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"}]}},"_links":{"self":[{"href":"https:\/\/d3.harvard.edu\/platform-digit\/wp-json\/wp\/v2\/hck-submission\/14443","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/d3.harvard.edu\/platform-digit\/wp-json\/wp\/v2\/hck-submission"}],"about":[{"href":"https:\/\/d3.harvard.edu\/platform-digit\/wp-json\/wp\/v2\/types\/hck-submission"}],"author":[{"embeddable":true,"href":"https:\/\/d3.harvard.edu\/platform-digit\/wp-json\/wp\/v2\/users\/18531"}],"replies":[{"embeddable":true,"href":"https:\/\/d3.harvard.edu\/platform-digit\/wp-json\/wp\/v2\/comments?post=14443"}],"version-history":[{"count":2,"href":"https:\/\/d3.harvard.edu\/platform-digit\/wp-json\/wp\/v2\/hck-submission\/14443\/revisions"}],"predecessor-version":[{"id":14447,"href":"https:\/\/d3.harvard.edu\/platform-digit\/wp-json\/wp\/v2\/hck-submission\/14443\/revisions\/14447"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/d3.harvard.edu\/platform-digit\/wp-json\/wp\/v2\/media\/14444"}],"wp:attachment":[{"href":"https:\/\/d3.harvard.edu\/platform-digit\/wp-json\/wp\/v2\/media?parent=14443"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/d3.harvard.edu\/platform-digit\/wp-json\/wp\/v2\/categories?post=14443"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}