{"id":164012,"date":"2024-05-02T11:13:58","date_gmt":"2024-05-02T15:13:58","guid":{"rendered":"https:\/\/www.hajim.rochester.edu\/senior-design-day\/?p=164012"},"modified":"2025-05-02T15:03:37","modified_gmt":"2025-05-02T19:03:37","slug":"predicting-850-job-title-codes-using-hierarchical-classification","status":"publish","type":"post","link":"https:\/\/www.hajim.rochester.edu\/senior-design-day\/predicting-850-job-title-codes-using-hierarchical-classification\/","title":{"rendered":"Predicting 850 Job Title Codes Using Hierarchical Classification"},"content":{"rendered":"","protected":false},"excerpt":{"rendered":"

Our hierarchical approach uses Major Code, lessening the total codes from 850 to 23. In Major Classification, we used input layer and embedding as well as 2 hidden layers. For Job Title Classification by Major, we used Random Forest to output based on Majority Voting. <\/p>\n","protected":false},"author":6242,"featured_media":164052,"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":[4442,106],"tags":[],"coauthors":[8612],"class_list":["post-164012","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-archive","category-dsc-archive"],"acf":[],"yoast_head":"\nPredicting 850 Job Title Codes Using Hierarchical Classification - Senior Design Day<\/title>\n<meta name=\"description\" content=\"We develop a model that accurately predicts the job titles using OEWS codes to help Paychex improve understanding on their workforce, such as compensation benchmarking, labor cost forecasting, tax credits, equal pay, and economic understanding.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/predicting-850-job-title-codes-using-hierarchical-classification\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Predicting 850 Job Title Codes Using Hierarchical Classification - Senior Design Day\" \/>\n<meta property=\"og:description\" content=\"We develop a model that accurately predicts the job titles using OEWS codes to help Paychex improve understanding on their workforce, such as compensation benchmarking, labor cost forecasting, tax credits, equal pay, and economic understanding.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/predicting-850-job-title-codes-using-hierarchical-classification\/\" \/>\n<meta property=\"og:site_name\" content=\"Senior Design Day\" \/>\n<meta property=\"article:published_time\" content=\"2024-05-02T15:13:58+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-05-02T19:03:37+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.hajim.rochester.edu\/senior-design-day\/wp-content\/uploads\/2024\/04\/Screenshot-2024-04-29-at-4.28.46-PM.png\" \/>\n\t<meta property=\"og:image:width\" content=\"386\" \/>\n\t<meta property=\"og:image:height\" content=\"394\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/www.hajim.rochester.edu\\\/senior-design-day\\\/predicting-850-job-title-codes-using-hierarchical-classification\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.hajim.rochester.edu\\\/senior-design-day\\\/predicting-850-job-title-codes-using-hierarchical-classification\\\/\"},\"author\":{\"name\":\"admin\",\"@id\":\"https:\\\/\\\/www.hajim.rochester.edu\\\/senior-design-day\\\/#\\\/schema\\\/person\\\/351018fbcf84ed8cac6d8072ba5b347c\"},\"headline\":\"Predicting 850 Job Title Codes Using Hierarchical Classification\",\"datePublished\":\"2024-05-02T15:13:58+00:00\",\"dateModified\":\"2025-05-02T19:03:37+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.hajim.rochester.edu\\\/senior-design-day\\\/predicting-850-job-title-codes-using-hierarchical-classification\\\/\"},\"wordCount\":7,\"image\":{\"@id\":\"https:\\\/\\\/www.hajim.rochester.edu\\\/senior-design-day\\\/predicting-850-job-title-codes-using-hierarchical-classification\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.hajim.rochester.edu\\\/senior-design-day\\\/wp-content\\\/uploads\\\/2024\\\/04\\\/Screenshot-2024-04-29-at-4.28.46-PM.png\",\"articleSection\":[\"3. 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