{"id":63162,"date":"2022-04-15T17:43:10","date_gmt":"2022-04-15T21:43:10","guid":{"rendered":"https:\/\/www.hajim.rochester.edu\/senior-design-day\/?p=63162"},"modified":"2022-09-12T16:28:50","modified_gmt":"2022-09-12T20:28:50","slug":"gids-1","status":"publish","type":"post","link":"https:\/\/www.hajim.rochester.edu\/senior-design-day\/gids-1\/","title":{"rendered":"GIDS-1: Masters Admissions"},"content":{"rendered":"\r\n<h2 class=\"wp-block-heading\">Team<\/h2>\r\n\r\n\r\n\r\n<p>Xiaoen Ding<\/p>\r\n\r\n\r\n\r\n<p>Jiecheng Gu<\/p>\r\n\r\n\r\n\r\n<p>Sung Beom Park<\/p>\r\n\r\n\r\n\r\n<p>Joseph Smith<\/p>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\">Mentor<\/h2>\r\n\r\n\r\n\r\n<p>Ajay Anand<\/p>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\">Sponsor<\/h2>\r\n\r\n\r\n\r\n<p>Lisa Altman<\/p>\r\n\r\n\r\n\r\n<p>Gretchen Briscoe<\/p>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\">Abstract<\/h2>\r\n\r\n\r\n\r\n<p class=\"has-text-align-left\">The Goergen Institute for Data Science wants to understand the types of institutions and programs that students are choosing to attend. Thus, the goal of this project is to better understand our applicant pool and the programs that are our main competition, assist in marketing and future recruitment, and finally to predict which applicants will accept our offer. To deliver against this goal, the team employed various exploratory data analysis techniques and visualizations to it easier for people of non-data science background to understand. In addition, the team used classification models such as Decision Tree, Logistic, Na\u00efve Bayes, K-Nearest Neighbors, and Random Forest to ultimately predict if admitted applicants would accept our offer. The team was able to deliver powerful and insightful recommendations to the department in potentially increasing the accepted yield of the GIDS.<\/p>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\">Data Set<\/h2>\r\n\r\n\r\n\r\n<ul class=\"wp-block-list\">\r\n<li>GIDS Admissions Data (2015 &#8211; 2021)<\/li>\r\n<li>Clearinghouse Enrollment Data<\/li>\r\n<li>College Rankings Data<\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\">Background<\/h2>\r\n\r\n\r\n\r\n<div class=\"wp-block-image\">\r\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"398\" class=\"wp-image-105682\" src=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2022\/05\/Capture-1024x398.png\" alt=\"\" srcset=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2022\/05\/Capture-1024x398.png 1024w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2022\/05\/Capture-300x117.png 300w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2022\/05\/Capture-768x299.png 768w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2022\/05\/Capture-1536x597.png 1536w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2022\/05\/Capture-1200x466.png 1200w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2022\/05\/Capture.png 1572w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/>\r\n<figcaption>Stages of Applicants Status<\/figcaption>\r\n<\/figure>\r\n<\/div>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\">Exploratory Data Analysis<\/h2>\r\n\r\n\r\n\r\n<ol class=\"wp-block-list\">\r\n<li>When\u00a0do\u00a0applicants\u00a0create\u00a0their\u00a0applications?<\/li>\r\n<\/ol>\r\n\r\n\r\n\r\n<div class=\"wp-block-image\">\r\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"479\" height=\"440\" class=\"wp-image-105752\" src=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2022\/05\/1.png\" alt=\"\" srcset=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2022\/05\/1.png 479w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2022\/05\/1-300x276.png 300w\" sizes=\"auto, (max-width: 479px) 100vw, 479px\" \/><\/figure>\r\n<\/div>\r\n\r\n\r\n\r\n<ul class=\"wp-block-list\">\r\n<li>The Chinese applicants tend to create their application earlier in November, 2021. The Indian and American applicants tend to create their application starting from December.<\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n<p>2. When\u00a0do\u00a0applicants\u00a0finish\u00a0their\u00a0applications?<\/p>\r\n\r\n\r\n\r\n<div class=\"wp-block-image\">\r\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"460\" height=\"422\" class=\"wp-image-105762\" src=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2022\/05\/2.png\" alt=\"\" srcset=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2022\/05\/2.png 460w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2022\/05\/2-300x275.png 300w\" sizes=\"auto, (max-width: 460px) 100vw, 460px\" \/><\/figure>\r\n<\/div>\r\n\r\n\r\n\r\n<ul class=\"wp-block-list\">\r\n<li>The submission number per day for applicants from the three major countries. The number of submissions is more related to the deadlines comparing to the holidays. We have the highest submission number on deadlines and a couple of days before it. The pattern of submission for applicants from the three major countries is close.<\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n<p>3. How\u00a0quickly\u00a0do\u00a0applicants\u00a0submit\u00a0their\u00a0application?<\/p>\r\n\r\n\r\n\r\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\r\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis: 100%;\">\r\n<div class=\"wp-block-group alignwide\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\r\n<figure class=\"wp-block-gallery alignwide has-nested-images columns-default is-cropped wp-block-gallery-1 is-layout-flex wp-block-gallery-is-layout-flex\">\r\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"508\" height=\"321\" data-id=\"105772\" class=\"wp-image-105772\" src=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2022\/05\/3.png\" alt=\"\" srcset=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2022\/05\/3.png 508w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2022\/05\/3-300x190.png 300w\" sizes=\"auto, (max-width: 508px) 100vw, 508px\" \/><\/figure>\r\n\r\n\r\n\r\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"384\" height=\"321\" data-id=\"105782\" class=\"wp-image-105782\" src=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2022\/05\/3-2.png\" alt=\"\" srcset=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2022\/05\/3-2.png 384w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2022\/05\/3-2-300x251.png 300w\" sizes=\"auto, (max-width: 384px) 100vw, 384px\" \/><\/figure>\r\n<\/figure>\r\n<\/div><\/div>\r\n<\/div>\r\n<\/div>\r\n\r\n\r\n\r\n<div class=\"wp-block-image\">\r\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"526\" height=\"321\" class=\"wp-image-105812\" src=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2022\/05\/3-3-1.png\" alt=\"\" srcset=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2022\/05\/3-3-1.png 526w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2022\/05\/3-3-1-300x183.png 300w\" sizes=\"auto, (max-width: 526px) 100vw, 526px\" \/><\/figure>\r\n<\/div>\r\n\r\n\r\n\r\n<ul class=\"wp-block-list\">\r\n<li>Most applicants finish their application on the day they create it.<\/li>\r\n<li>Half of the applicants submit their application in two weeks and nearly 86% of the applicants finish the application in 50 days.<\/li>\r\n<li>It takes Indian applicants a shorter time to complete the application.<\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n<p>4. What\u00a0can\u00a0you\u00a0tell\u00a0me\u00a0about\u00a0the\u00a0people\u00a0who\u00a0don\u2019t\u00a0finish\u00a0applications?<\/p>\r\n\r\n\r\n\r\n<div class=\"wp-block-image\">\r\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-105832\" src=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2022\/05\/4-1-1024x987.png\" alt=\"\" width=\"512\" height=\"494\" srcset=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2022\/05\/4-1-1024x987.png 1024w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2022\/05\/4-1-300x289.png 300w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2022\/05\/4-1-768x741.png 768w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2022\/05\/4-1-1536x1481.png 1536w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2022\/05\/4-1-1200x1157.png 1200w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2022\/05\/4-1.png 1929w\" sizes=\"auto, (max-width: 512px) 100vw, 512px\" \/><\/figure>\r\n<\/div>\r\n\r\n\r\n\r\n<ul class=\"wp-block-list\">\r\n<li>22% of applicants never submit their application.<\/li>\r\n<li>41% of applicants from the United States did not finish their application, which is the highest in the three countries.<\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n<p>5. What\u00a0other programs\/schools \u00a0did\u00a0 applicants\u00a0 say\u00a0 they\u00a0 were\u00a0 also\u00a0 applying\u00a0to?\u00a0<\/p>\r\n\r\n\r\n\r\n<div class=\"wp-block-image\">\r\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"852\" height=\"373\" class=\"wp-image-105852\" src=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2022\/05\/6.png\" alt=\"\" srcset=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2022\/05\/6.png 852w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2022\/05\/6-300x131.png 300w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2022\/05\/6-768x336.png 768w\" sizes=\"auto, (max-width: 852px) 100vw, 852px\" \/><\/figure>\r\n<\/div>\r\n\r\n\r\n\r\n<ul class=\"wp-block-list\">\r\n<li>The most popular school is the University of Rochester. We suspect that this is due to the fact that students are applying to other departments, such as the Simon School of Business.<\/li>\r\n<li>Other than the University of Rochester, the most frequently listed schools were Columbia University, New York University, and the University of Southern California.<\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n<p>6. Where\u00a0do\u00a0denied\/waitlisted\u00a0applicants\u00a0go\u00a0to\u00a0if\u00a0they\u00a0don\u2019t\u00a0get\u00a0admitted\u00a0to<br \/>Rochester? Where\u00a0do\u00a0our\u00a0admitted\u00a0applicants\u00a0go\u00a0when\u00a0they\u00a0don\u2019t\u00a0choose\u00a0Rochester?<\/p>\r\n\r\n\r\n\r\n<div class=\"wp-block-image\">\r\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-105862\" src=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2022\/05\/7.png\" alt=\"\" width=\"610\" height=\"318\" srcset=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2022\/05\/7.png 842w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2022\/05\/7-300x157.png 300w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2022\/05\/7-768x401.png 768w\" sizes=\"auto, (max-width: 610px) 100vw, 610px\" \/><\/figure>\r\n<\/div>\r\n\r\n\r\n\r\n<ul class=\"wp-block-list\">\r\n<li>The difference between the average enrolled college rank of a student who was denied by University of Rochester versus one who was accepted but denied admittance is statistically significant.<\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\">Data Modelling<\/h2>\r\n\r\n\r\n\r\n<ul class=\"wp-block-list\">\r\n<li>Goal: To predict if admitted students would accept our offer or not<\/li>\r\n<li>Features<\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\r\n<figure class=\"wp-block-table aligncenter is-style-stripes\">\r\n<table>\r\n<tbody>\r\n<tr>\r\n<td class=\"has-text-align-center\" data-align=\"center\">Feature<\/td>\r\n<td class=\"has-text-align-center\" data-align=\"center\">Bin<\/td>\r\n<\/tr>\r\n<tr>\r\n<td class=\"has-text-align-center\" data-align=\"center\">Tuition Scholarship Percentage<\/td>\r\n<td class=\"has-text-align-center\" data-align=\"center\">No tuition, 20%-30% tuition, 40%-45% tuition, &gt;45% tuition<\/td>\r\n<\/tr>\r\n<tr>\r\n<td class=\"has-text-align-center\" data-align=\"center\">Age at App. Submission<\/td>\r\n<td class=\"has-text-align-center\" data-align=\"center\">18-22, 23-25, 26-30, &gt;30<\/td>\r\n<\/tr>\r\n<tr>\r\n<td class=\"has-text-align-center\" data-align=\"center\">Completion Time<\/td>\r\n<td class=\"has-text-align-center\" data-align=\"center\">1-7 days, 8-14 days, 15-30 days, 31-49 days, &gt;=50 days<\/td>\r\n<\/tr>\r\n<tr>\r\n<td class=\"has-text-align-center\" data-align=\"center\">GPA<\/td>\r\n<td class=\"has-text-align-center\" data-align=\"center\">&lt;3.0, 3.0-3.5, 3.5-3.6, 3.6-3.7, &gt;3.7<\/td>\r\n<\/tr>\r\n<tr>\r\n<td class=\"has-text-align-center\" data-align=\"center\">Birth Country<\/td>\r\n<td class=\"has-text-align-center\" data-align=\"center\">US, INDIA, CHINA, OTHERS<\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>\r\n<\/figure>\r\n<\/div><\/div>\r\n\r\n\r\n\r\n<ul class=\"wp-block-list\" id=\"block-a76d2eae-4445-43e4-ba8c-74987113d5ab\">\r\n<li>Methods: Decision Tree, Logistic, Naive Bayes, K-nearest Neighbours (KNN), and Random Forest<\/li>\r\n<li>Results<\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n<div class=\"wp-block-image\">\r\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"419\" height=\"313\" class=\"wp-image-105902\" src=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2022\/05\/8.png\" alt=\"\" srcset=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2022\/05\/8.png 419w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2022\/05\/8-300x224.png 300w\" sizes=\"auto, (max-width: 419px) 100vw, 419px\" \/><\/figure>\r\n<\/div>\r\n\r\n\r\n\r\n<div class=\"wp-block-image\">\r\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"419\" height=\"312\" class=\"wp-image-105912\" src=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2022\/05\/9.png\" alt=\"\" srcset=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2022\/05\/9.png 419w, https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2022\/05\/9-300x223.png 300w\" sizes=\"auto, (max-width: 419px) 100vw, 419px\" \/><\/figure>\r\n<\/div>\r\n\r\n\r\n\r\n<ul class=\"wp-block-list\">\r\n<li>we used SMOTEENN to adjust the class distribution. It is clear that the recall scores significantly increased after sampling while the accuracy score declined a little. The accuracy score of Decision Tree decreased the most from 0.727 to 0.55, while its recall raised the most from 0.166 to 0.66.<\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\">Conclusions<\/h2>\r\n\r\n\r\n\r\n<p>There are submission peaks before the two deadlines. So we suggest reminding applicants to submit their applications before the deadlines, and don&#8217;t need to remind people before holidays (Christmas and Lunar New Year) because there are actually no noticeable submission peaks during holidays.<\/p>\r\n\r\n\r\n\r\n<p>American applicants tend to procrastinate and not submit their application compared to other groups. So we suggest urging American applicants to submit their applications.<\/p>\r\n\r\n\r\n\r\n<p>A long completion day, defined as an application open for longer than fifty days, will most likely lead to a lower acceptance rate. So when considering if an applicant is qualified for the program, consider their academic background as well as their completion day.<\/p>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\">Final Presentation<\/h2>\r\n\r\n\r\n\r\n<div class=\"wp-block-file\"><a id=\"wp-block-file--media-58171bc8-6c3d-4b56-b0ac-6f2df03c27ae\" href=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2022\/05\/Final_Presentation.pptx\">Final_Presentation<\/a><a class=\"wp-block-file__button\" href=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2022\/05\/Final_Presentation.pptx\" download=\"\" aria-describedby=\"wp-block-file--media-58171bc8-6c3d-4b56-b0ac-6f2df03c27ae\">Download<\/a><\/div>\r\n\r\n\r\n\r\n<p>&nbsp;<\/p>\r\n","protected":false},"excerpt":{"rendered":"<p>Team Xiaoen Ding Jiecheng Gu Sung Beom Park Joseph Smith Mentor Ajay Anand Sponsor Lisa Altman Gretchen Briscoe Abstract The Goergen Institute for Data Science wants to understand the types&hellip;<\/p>\n","protected":false},"author":6242,"featured_media":106872,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_coblocks_attr":"","_coblocks_dimensions":"","_coblocks_responsive_height":"","_coblocks_accordion_ie_support":"","_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[106,3006],"tags":[],"coauthors":[8612],"class_list":["post-63162","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dsc-archive","category-machine-learning-archive"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - 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