{"id":536,"date":"2009-01-31T12:54:29","date_gmt":"2009-01-31T16:54:29","guid":{"rendered":"http:\/\/mat.tepper.cmu.edu\/blog\/?p=536"},"modified":"2009-01-31T12:54:29","modified_gmt":"2009-01-31T16:54:29","slug":"american-express-and-data-mining","status":"publish","type":"post","link":"https:\/\/mat.tepper.cmu.edu\/blog\/index.php\/2009\/01\/31\/american-express-and-data-mining\/","title":{"rendered":"American Express and Data Mining"},"content":{"rendered":"<p>I teach a data mining course here to our MBA students.\u00a0 It is a popular course with about 70% of the students taking it at some point during their two years with us.\u00a0 Since I am an operations research guy, I concentrate on the algorithms, but we spend a lot of time talk on the use of data mining, and possible pitfalls.\u00a0 <em>The New York Times<\/em> today has <a href=\"http:\/\/www.nytimes.com\/2009\/01\/31\/your-money\/credit-and-debit-cards\/31money.html?_r=1&amp;ref=business\">a wonderful story illustrating the pitfalls<\/a>.\u00a0 American Express has been using shopping patterns to reduce customer&#8217;s credit limits.\u00a0 This, in itself, is not surprising, but a letter the company sent out implies that it was basing the evaluation on the stores and companies the customer used, rather than a more direct measure of consumer ability to repay a debt.<\/p>\n<blockquote><p>\u201cOther customers who have used their card at establishments where you recently shopped,\u201d one of those letters said, \u201chave a poor repayment history with American Express.\u201d<\/p><\/blockquote>\n<p>Wow!\u00a0 Shop at the Dollar Mart, you are not a careful shopper reacting to an uncertain financial world, but rather a poor credit risk who should be jettisoned before defaulting (I don&#8217;t know if Dollar Mart is one of the &#8220;bad&#8221; establishments: American Express has not released a list of companies that are signs of imminent financial doom). That is, of course, what data mining results come down to, but it is rare for a company to admit it.\u00a0 Not surprisingly, customer&#8217;s who received such a letter became a little irate.\u00a0 Check out <a href=\"http:\/\/www.newcreditrules.com\">newcreditrules.com <\/a>for one person&#8217;s story.<\/p>\n<p>American Express says it is no longer using store shopping information, but it will continue to use the results of data mining in its credit decisions.<\/p>\n<blockquote><p>In one presentation to analysts, it noted that people with multiple residences and multiple mortgages used to be a good bet. Now, the reverse is true.<\/p><\/blockquote>\n<p>In a good economy, lots of data mining was used to &#8220;help&#8221; customers by identifying new products or offers that might appeal to them.\u00a0 Now, it seems that more data mining uses the customer&#8217;s data against their own interests.\u00a0 I suspect we will see more stories of this type.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>I teach a data mining course here to our MBA students.\u00a0 It is a popular course with about 70% of the students taking it at some point during their two years with us.\u00a0 Since I am an operations research guy, I concentrate on the algorithms, but we spend a lot of time talk on the &hellip; <a href=\"https:\/\/mat.tepper.cmu.edu\/blog\/index.php\/2009\/01\/31\/american-express-and-data-mining\/\" class=\"more-link\">Continue reading<span class=\"screen-reader-text\"> &#8220;American Express and Data Mining&#8221;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11,15],"tags":[],"class_list":["post-536","post","type-post","status-publish","format-standard","hentry","category-companies","category-data-mining"],"jetpack_featured_media_url":"","_links":{"self":[{"href":"https:\/\/mat.tepper.cmu.edu\/blog\/index.php\/wp-json\/wp\/v2\/posts\/536","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/mat.tepper.cmu.edu\/blog\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/mat.tepper.cmu.edu\/blog\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/mat.tepper.cmu.edu\/blog\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/mat.tepper.cmu.edu\/blog\/index.php\/wp-json\/wp\/v2\/comments?post=536"}],"version-history":[{"count":0,"href":"https:\/\/mat.tepper.cmu.edu\/blog\/index.php\/wp-json\/wp\/v2\/posts\/536\/revisions"}],"wp:attachment":[{"href":"https:\/\/mat.tepper.cmu.edu\/blog\/index.php\/wp-json\/wp\/v2\/media?parent=536"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mat.tepper.cmu.edu\/blog\/index.php\/wp-json\/wp\/v2\/categories?post=536"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mat.tepper.cmu.edu\/blog\/index.php\/wp-json\/wp\/v2\/tags?post=536"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}