{"id":36216,"date":"2025-10-27T06:27:12","date_gmt":"2025-10-27T05:27:12","guid":{"rendered":"https:\/\/www.graviton.at\/letterswaplibrary\/iti-student-dropout-dataset-for-ml-education-analytics\/"},"modified":"2025-10-27T06:27:12","modified_gmt":"2025-10-27T05:27:12","slug":"iti-student-dropout-dataset-for-ml-education-analytics","status":"publish","type":"post","link":"https:\/\/www.graviton.at\/letterswaplibrary\/iti-student-dropout-dataset-for-ml-education-analytics\/","title":{"rendered":"ITI Student Dropout Dataset For ML &amp; Education Analytics"},"content":{"rendered":"<p><!-- SC_OFF --><\/p>\n<div class=\"md\">\n<p>Hey everyone! \ud83d\udc4b<\/p>\n<p>&#8211; Ever wondered which factors push students to drop out? \ud83e\udd14 <\/p>\n<p>I built a <strong>synthetic dataset<\/strong> that lets you explore exactly that &#8211; combining academic, social, and personal variables to model dropout risk.<\/p>\n<p>\ud83d\udd17 Check it out on Kaggle:<\/p>\n<p><a href=\"https:\/\/www.kaggle.com\/datasets\/prince2004patel\/iti-student-dropout-synthetic-dataset\">ITI Student Dropout Synthetic Dataset<\/a><\/p>\n<p>\ud83d\udcca About the Dataset<\/p>\n<p>The dataset contains <strong>22 features<\/strong> covering:<\/p>\n<ul>\n<li>\ud83c\udfaf <strong>Demographics:<\/strong> age, gender, location, income, etc.<\/li>\n<li>\ud83d\udcd8 <strong>Academics:<\/strong> marks, attendance, backlogs, program type.<\/li>\n<li>\ud83d\udcac <strong>Personal &amp; Social:<\/strong> motivation, family support, ragging, stress.<\/li>\n<li>\ud83c\udf10 <strong>Digital &amp; Environmental:<\/strong> internet issues, distance from institute.<\/li>\n<\/ul>\n<p>Target variable: <code>dropout<\/code> (Yes\/No)<\/p>\n<p>\ud83e\udde0 What You Can Do With It<\/p>\n<ul>\n<li>Build and compare <strong>classification models<\/strong> (Logistic Regression, XGBoost, Random Forest, etc.)<\/li>\n<li>Perform <strong>EDA and correlation analysis<\/strong> on academic + social factors.<\/li>\n<li>Explore <strong>feature importance<\/strong> for understanding dropout causes.<\/li>\n<li>Use it for <strong>education<\/strong>, <strong>ML portfolio<\/strong>, or <strong>student analytics dashboards<\/strong>.<\/li>\n<\/ul>\n<p><strong>\ud83d\udcda Dataset Provenance:<\/strong><br \/> Inspired by research like <em>MDPI Data Journal\u2019s dropout prediction study<\/em> and <em>India\u2019s ITI Tracer Study (CENPAP)<\/em>, this dataset was <strong>programmatically generated in Python<\/strong> using <strong>probabilistic, rule-based logic<\/strong> to mimic real dropout patterns &#8211; fully <strong>synthetic and privacy-safe<\/strong>.<\/p>\n<p><strong>&#8211; ITI (Industrial Training Institute)<\/strong> offers vocational and technical education programs in India, helping students gain hands-on skills for industrial and technical careers.<br \/> These institutes mainly train students after 10th grade in trades like electrical, mechanical, civil, and computer IT.<\/p>\n<p>If you like the dataset, please <strong>upvote<\/strong>, <strong>drop a comment<\/strong>, or <strong>try building models\/code<\/strong> using it &#8211; so more learners and researchers can discover it and build something impactful!<\/p>\n<\/div>\n<p><!-- SC_ON -->   submitted by   <a href=\"https:\/\/www.reddit.com\/user\/Grouchy-Peak-605\"> \/u\/Grouchy-Peak-605 <\/a> <br \/> <span><a href=\"https:\/\/www.reddit.com\/r\/datasets\/comments\/1oh5srk\/iti_student_dropout_dataset_for_ml_education\/\">[link]<\/a><\/span>   <span><a href=\"https:\/\/www.reddit.com\/r\/datasets\/comments\/1oh5srk\/iti_student_dropout_dataset_for_ml_education\/\">[comments]<\/a><\/span><\/p><div class='watch-action'><div class='watch-position align-right'><div class='action-like'><a class='lbg-style1 like-36216 jlk' href='javascript:void(0)' data-task='like' data-post_id='36216' data-nonce='614a020375' rel='nofollow'><img class='wti-pixel' src='https:\/\/www.graviton.at\/letterswaplibrary\/wp-content\/plugins\/wti-like-post\/images\/pixel.gif' title='Like' \/><span class='lc-36216 lc'>0<\/span><\/a><\/div><\/div> <div class='status-36216 status align-right'><\/div><\/div><div class='wti-clear'><\/div>","protected":false},"excerpt":{"rendered":"<p>Hey everyone! \ud83d\udc4b &#8211; Ever wondered which factors push students to drop out? \ud83e\udd14 I built a&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[85],"tags":[],"class_list":["post-36216","post","type-post","status-publish","format-standard","hentry","category-datatards","wpcat-85-id"],"_links":{"self":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts\/36216","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/comments?post=36216"}],"version-history":[{"count":0,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts\/36216\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/media?parent=36216"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/categories?post=36216"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/tags?post=36216"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}