{"id":34185,"date":"2025-11-04T04:09:05","date_gmt":"2025-11-04T04:09:05","guid":{"rendered":"https:\/\/www.newsbeep.com\/us-tx\/34185\/"},"modified":"2025-11-04T04:09:05","modified_gmt":"2025-11-04T04:09:05","slug":"tcu-professor-studies-taylor-swift-lyrics-for-hidden-patterns-nbc-5-dallas-fort-worth","status":"publish","type":"post","link":"https:\/\/www.newsbeep.com\/us-tx\/34185\/","title":{"rendered":"TCU professor studies Taylor Swift lyrics for hidden patterns \u2013 NBC 5 Dallas-Fort Worth"},"content":{"rendered":"<p>If you think you know Taylor Swift\u2019s music, chances are you don\u2019t know it like Andrew Ledbetter does.<\/p>\n<p>The chair of communication studies at Texas Christian University said his love story with Swift\u2019s music began during graduate school.<\/p>\n<p>\u201cI was driving around Lawrence, Kansas\u2014where I went to graduate school\u2014and \u2018Love Story\u2019 came on the radio, and I remember thinking to myself, \u2018I think I could be a Taylor Swift fan,\u2019\u201d Ledbetter recalled.<\/p>\n<p>\u201cMy fandom just grew and grew from there,\u201d he added.<\/p>\n<p>Now, in what he calls his \u201cresearch era,\u201d Ledbetter wanted to test an academic theory.<\/p>\n<p>\u201cI was interested in interconnections among the song lyrics,\u201d he said. \u201cThe songs that are most central have a lot of overlap with other songs, might tend to be songs that are the most popular.\u201d<\/p>\n<p>To test that, Ledbetter ran the lyrics from all 10 of Swift\u2019s albums, out at the time, through a computer program to look for patterns.<\/p>\n<p>\u201cAt what threshold do we say, \u2018Okay, these two songs are connected?\u2019\u201d he asked.<\/p>\n<p>That threshold turned out to be 13.<\/p>\n<p>\u201cIf a Taylor Swift song\u2014two Taylor Swift songs\u2014share at least 13 words in common, then those two songs, mathematically, it makes sense to treat those as connected,\u201d he said.<\/p>\n<p>Thirteen is Swift&#8217;s self-proclaimed<a href=\"https:\/\/www.today.com\/popculture\/music\/taylor-swift-number-13-rcna129522\" rel=\"nofollow noopener\" target=\"_blank\"> lucky number. <\/a><\/p>\n<p>\u201cOkay, she really is the mastermind. I\u2019m sure there\u2019s no way she could\u2019ve planned out that level of detail, and there was a mathematic rationale for that cut-off, but I just really like that cut-off as a Swiftie,\u201d Ledbetter said.<\/p>\n<p>The results supported his theory.<\/p>\n<p>\u201cThere are exceptions, but generally, the songs that are most central do tend to be songs that either are big hits or they\u2019re perhaps fan favorites,\u201d he said.<\/p>\n<p>Ledbetter measured popularity using Spotify streams, critical reviews and social media mentions.<\/p>\n<p>\u201c\u2018All Too Well\u2019 is a very central song. \u2018Blank Space\u2019 is a very central song,\u201d he said.<\/p>\n<p>His research is <a href=\"https:\/\/www.tandfonline.com\/doi\/full\/10.1080\/01463373.2024.2430011?src=\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">published in Communication Quarterly, a peer-reviewed academic journal<\/a>.<\/p>\n<p>And to keep from leaving any blank spaces, Ledbetter has since added Swift\u2019s latest two albums to the dataset and <a href=\"https:\/\/andrewledbetter.com\/2025\/01\/25\/ranking-taylor-swifts-songs-statistically-by-centrality-to-the-taylorverse\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">shared those findings on his blog.<\/a><\/p>\n<p>He believes the research offers insight into more than just pop music.<\/p>\n<p>\u201cI think it helps us understand Taylor Swift, but I think it also helps us understand, overall, how do we engage with stories in art, and what stories do we find most interesting and compelling?\u201d he said.<\/p>\n<p>As for what\u2019s next?<\/p>\n<p>\u201cI would love to teach a seminar on Taylor Swift,\u201d he said.<\/p>\n<p>It\u2019s all part of the life of a researcher and a fearless Swiftie.<\/p>\n","protected":false},"excerpt":{"rendered":"If you think you know Taylor Swift\u2019s music, chances are you don\u2019t know it like Andrew Ledbetter does.&hellip;\n","protected":false},"author":2,"featured_media":34186,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[10],"tags":[116,118,117,19079,853],"class_list":{"0":"post-34185","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-fort-worth","8":"tag-fort-worth","9":"tag-fort-worth-headlines","10":"tag-fort-worth-news","11":"tag-taylor-swift","12":"tag-tcu"},"_links":{"self":[{"href":"https:\/\/www.newsbeep.com\/us-tx\/wp-json\/wp\/v2\/posts\/34185","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.newsbeep.com\/us-tx\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.newsbeep.com\/us-tx\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/us-tx\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/us-tx\/wp-json\/wp\/v2\/comments?post=34185"}],"version-history":[{"count":0,"href":"https:\/\/www.newsbeep.com\/us-tx\/wp-json\/wp\/v2\/posts\/34185\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/us-tx\/wp-json\/wp\/v2\/media\/34186"}],"wp:attachment":[{"href":"https:\/\/www.newsbeep.com\/us-tx\/wp-json\/wp\/v2\/media?parent=34185"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.newsbeep.com\/us-tx\/wp-json\/wp\/v2\/categories?post=34185"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.newsbeep.com\/us-tx\/wp-json\/wp\/v2\/tags?post=34185"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}