{"id":12861,"date":"2021-01-01T00:00:00","date_gmt":"2021-01-01T08:00:00","guid":{"rendered":"https:\/\/www.hmc.edu\/clinic\/?p=12861"},"modified":"2021-05-11T17:13:11","modified_gmt":"2021-05-12T00:13:11","slug":"identifying-small-business-owners-from-transactional-spend-data","status":"publish","type":"post","link":"https:\/\/www.hmc.edu\/clinic\/2021\/identifying-small-business-owners-from-transactional-spend-data\/","title":{"rendered":"Identifying Small-Business Owners from Transactional Spend Data"},"content":{"rendered":"<h2 class=\"project-sponsor-dept-year\"><span class=\"project-sponsor\">American Express<\/span> <span class=\"project-dept-year\">Computer Science, 2020\u201321<\/span><\/h2>\n<div class=\"project-team\">\n<p><strong>Liaison(s):<\/strong> Dmitry Efimov, Di Xu<br \/>\n<strong>Advisor(s):<\/strong> Leif Zinn-Brooks<br \/>\n<strong>Students(s):<\/strong> Nina Samko, Marc Laugharn, Alejandro Posada-Sanchez, Heather Wing<\/p>\n<\/div>\n<div class=\"project-abstract\">\n<p>American Express is a financial services corporation that is best known for its credit card, charge card, and traveler&#8217;s cheque businesses. As small business owners often do not identify themselves differently from other customers, their needs are invisible to American Express. The project&#8217;s goal is to assess customers&#8217; purpose of spend and identify customers that use consumer cards for small business purposes.<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>American Express Computer Science, 2020\u201321 Liaison(s): Dmitry Efimov, Di Xu Advisor(s): Leif Zinn-Brooks Students(s): Nina Samko, Marc Laugharn, Alejandro Posada-Sanchez, [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[140],"tags":[224],"class_list":["post-12861","post","type-post","status-publish","format-standard","hentry","category-computer-science","tag-american-express"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.hmc.edu\/clinic\/wp-json\/wp\/v2\/posts\/12861","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.hmc.edu\/clinic\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.hmc.edu\/clinic\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.hmc.edu\/clinic\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.hmc.edu\/clinic\/wp-json\/wp\/v2\/comments?post=12861"}],"version-history":[{"count":1,"href":"https:\/\/www.hmc.edu\/clinic\/wp-json\/wp\/v2\/posts\/12861\/revisions"}],"predecessor-version":[{"id":12927,"href":"https:\/\/www.hmc.edu\/clinic\/wp-json\/wp\/v2\/posts\/12861\/revisions\/12927"}],"wp:attachment":[{"href":"https:\/\/www.hmc.edu\/clinic\/wp-json\/wp\/v2\/media?parent=12861"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.hmc.edu\/clinic\/wp-json\/wp\/v2\/categories?post=12861"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.hmc.edu\/clinic\/wp-json\/wp\/v2\/tags?post=12861"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}