{"version":"1.0","provider_name":"Center of Excellence in Data Science and Artificial Intelligence","provider_url":"https:\/\/www.rochester.edu\/coe","author_name":"Hsin-I Liu","author_url":"https:\/\/www.rochester.edu\/coe\/author\/hliu86\/","title":"Goergen Institute for Data Science and Artificial Intelligence (GIDS-AI): Analyzing Statements of Purpose for Insights About Applicants - Center of Excellence in Data Science and Artificial Intelligence","type":"rich","width":600,"height":338,"html":"<blockquote class=\"wp-embedded-content\" data-secret=\"uuEMmdQ7pQ\"><a href=\"https:\/\/www.rochester.edu\/coe\/analyzing-statements-of-purpose-for-insights-about-applicants\/\">Goergen Institute for Data Science and Artificial Intelligence (GIDS-AI): Analyzing Statements of Purpose for Insights About Applicants<\/a><\/blockquote><iframe sandbox=\"allow-scripts\" security=\"restricted\" src=\"https:\/\/www.rochester.edu\/coe\/analyzing-statements-of-purpose-for-insights-about-applicants\/embed\/#?secret=uuEMmdQ7pQ\" width=\"600\" height=\"338\" title=\"&#8220;Goergen Institute for Data Science and Artificial Intelligence (GIDS-AI): Analyzing Statements of Purpose for Insights About Applicants&#8221; &#8212; Center of Excellence in Data Science and Artificial Intelligence\" data-secret=\"uuEMmdQ7pQ\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\" class=\"wp-embedded-content\"><\/iframe><script type=\"text\/javascript\">\n\/* <![CDATA[ *\/\n\/*! This file is auto-generated *\/\n!function(d,l){\"use strict\";l.querySelector&&d.addEventListener&&\"undefined\"!=typeof URL&&(d.wp=d.wp||{},d.wp.receiveEmbedMessage||(d.wp.receiveEmbedMessage=function(e){var t=e.data;if((t||t.secret||t.message||t.value)&&!\/[^a-zA-Z0-9]\/.test(t.secret)){for(var s,r,n,a=l.querySelectorAll('iframe[data-secret=\"'+t.secret+'\"]'),o=l.querySelectorAll('blockquote[data-secret=\"'+t.secret+'\"]'),c=new RegExp(\"^https?:$\",\"i\"),i=0;i<o.length;i++)o[i].style.display=\"none\";for(i=0;i<a.length;i++)s=a[i],e.source===s.contentWindow&&(s.removeAttribute(\"style\"),\"height\"===t.message?(1e3<(r=parseInt(t.value,10))?r=1e3:~~r<200&&(r=200),s.height=r):\"link\"===t.message&&(r=new URL(s.getAttribute(\"src\")),n=new URL(t.value),c.test(n.protocol))&&n.host===r.host&&l.activeElement===s&&(d.top.location.href=t.value))}},d.addEventListener(\"message\",d.wp.receiveEmbedMessage,!1),l.addEventListener(\"DOMContentLoaded\",function(){for(var e,t,s=l.querySelectorAll(\"iframe.wp-embedded-content\"),r=0;r<s.length;r++)(t=(e=s[r]).getAttribute(\"data-secret\"))||(t=Math.random().toString(36).substring(2,12),e.src+=\"#?secret=\"+t,e.setAttribute(\"data-secret\",t)),e.contentWindow.postMessage({message:\"ready\",secret:t},\"*\")},!1)))}(window,document);\n\/\/# sourceURL=https:\/\/www.rochester.edu\/coe\/wp-includes\/js\/wp-embed.min.js\n\/* ]]> *\/\n<\/script>\n","thumbnail_url":"https:\/\/www.rochester.edu\/coe\/wp-content\/uploads\/2025\/05\/ai-advertising-Presentation-2-1200x630.jpg","thumbnail_width":1200,"thumbnail_height":630,"description":"This project examined whether Statements of Purpose could predict applicant enrollment. Using sentiment analysis and models like logistic regression and random forest, the team found that SOPs alone are not reliable predictors of acceptance decisions."}