  {"id":15469,"date":"2023-03-08T12:03:18","date_gmt":"2023-03-08T18:03:18","guid":{"rendered":"https:\/\/uwm.edu\/engineering\/?p=15469"},"modified":"2023-03-08T12:03:19","modified_gmt":"2023-03-08T18:03:19","slug":"identifying-most-common-patterns-in-highway-accidents-wisdot-awards-qin-75k-to-improve-data-analysis-of-crashes","status":"publish","type":"post","link":"https:\/\/uwm.edu\/engineering\/identifying-most-common-patterns-in-highway-accidents-wisdot-awards-qin-75k-to-improve-data-analysis-of-crashes\/","title":{"rendered":"Identifying most common patterns in highway accidents; WisDOT awards Qin $75K to improve data analysis of crashes"},"content":{"rendered":"\n<p>The Wisconsin Department of Transportation awarded $75,000 to Xiao Qin for a 10-month project that aims to improve the state\u2019s highway safety by further improving data analysis related to crashes. Qin is a Lawrence E. Sivak \u201971 professor of civil &amp; environmental engineering in 51ÁÔÆæ\u2019s College of Engineering &amp; Applied Science and director of the university\u2019s Institute for Physical Infrastructure and Transportation.<\/p>\n\n\n\n<p>\u201cOur goal is to identify the most common patterns in crash sequences,\u201d Qin said.<\/p>\n\n\n\n<p>To do this, Md Abu Sayed (PhD Civil &amp; Environmental Engineering \u201822) and Qin will develop an algorithm that automatically extracts data from crash narratives. These narratives are written by law enforcement officers and detail the sequence of driver actions and vehicle movements preceding, during and following a crash. They often include information related to human behavior, which contributes to between 80 and 90 percent of crashes.<\/p>\n\n\n\n<p>\u201cThe details found in crash narratives shed light on opportunities for effective safety interventions,\u201d Qin said. The problem, he said, is that such data is not easily captured.<\/p>\n\n\n\n<p><strong>Work builds off nationally-funded, $100K project on crash narratives<\/strong><\/p>\n\n\n\n<p>The work builds upon <a href=\"https:\/\/uwm.edu\/engineering\/qin-awarded-100k-to-improve-data-analysis-related-to-wi-highway-crashes\/\">Qin\u2019s $100,000 project with WisDOT in 2021<\/a>, research that was funded through the National Highway Safety Traffic Administration. In that project, Qin and Sayed used technologies (including machine learning, natural language processing and feature extraction) to capture and analyze valuable information from unstructured data, such as crash narratives, that relate to human behavior.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>The Wisconsin Department of Transportation awarded $75,000 to Xiao Qin for a 10-month project that aims to improve the state\u2019s highway safety by further improving data analysis related to crashes. Qin is a Lawrence E. Sivak \u201971 professor of civil &hellip;<\/p>\n","protected":false},"author":37709,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":"","uwm_wg_additional_authors":[]},"categories":[96,25,1],"tags":[],"class_list":["post-15469","post","type-post","status-publish","format-standard","hentry","category-infrastructure-transportation","category-news","category-uncategorized"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.3 (Yoast SEO v27.3) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>College of Engineering &amp; Applied Science<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/uwm.edu\/engineering\/identifying-most-common-patterns-in-highway-accidents-wisdot-awards-qin-75k-to-improve-data-analysis-of-crashes\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Identifying most common patterns in highway accidents; WisDOT awards Qin $75K to improve data analysis of crashes\" \/>\n<meta property=\"og:description\" content=\"The Wisconsin Department of Transportation awarded $75,000 to Xiao Qin for a 10-month project that aims to improve the state\u2019s highway safety by further improving data analysis related to crashes. Qin is a Lawrence E. Sivak \u201971 professor of civil &hellip;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/uwm.edu\/engineering\/identifying-most-common-patterns-in-highway-accidents-wisdot-awards-qin-75k-to-improve-data-analysis-of-crashes\/\" \/>\n<meta property=\"og:site_name\" content=\"College of Engineering &amp; Applied Science\" \/>\n<meta property=\"article:published_time\" content=\"2023-03-08T18:03:18+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-03-08T18:03:19+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/uwm.edu\/engineering\/wp-content\/uploads\/sites\/537\/2023\/02\/Xiao-Qin-environmental-750-W-1.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"750\" \/>\n\t<meta property=\"og:image:height\" content=\"500\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Content Author Unassigned\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Content Author Unassigned\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/uwm.edu\\\/engineering\\\/identifying-most-common-patterns-in-highway-accidents-wisdot-awards-qin-75k-to-improve-data-analysis-of-crashes\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/uwm.edu\\\/engineering\\\/identifying-most-common-patterns-in-highway-accidents-wisdot-awards-qin-75k-to-improve-data-analysis-of-crashes\\\/\"},\"author\":{\"name\":\"Content Author Unassigned\",\"@id\":\"https:\\\/\\\/uwm.edu\\\/engineering\\\/#\\\/schema\\\/person\\\/1fbd31edecc781e295b59b1fe668baa6\"},\"headline\":\"Identifying most common patterns in highway accidents; WisDOT awards Qin $75K to improve data analysis of crashes\",\"datePublished\":\"2023-03-08T18:03:18+00:00\",\"dateModified\":\"2023-03-08T18:03:19+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/uwm.edu\\\/engineering\\\/identifying-most-common-patterns-in-highway-accidents-wisdot-awards-qin-75k-to-improve-data-analysis-of-crashes\\\/\"},\"wordCount\":251,\"articleSection\":[\"Infrastructure &amp; Transportation\",\"News\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/uwm.edu\\\/engineering\\\/identifying-most-common-patterns-in-highway-accidents-wisdot-awards-qin-75k-to-improve-data-analysis-of-crashes\\\/\",\"url\":\"https:\\\/\\\/uwm.edu\\\/engineering\\\/identifying-most-common-patterns-in-highway-accidents-wisdot-awards-qin-75k-to-improve-data-analysis-of-crashes\\\/\",\"name\":\"Identifying most common patterns in highway accidents; WisDOT awards Qin $75K to improve data analysis of crashes - College of Engineering &amp; Applied Science\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/uwm.edu\\\/engineering\\\/#website\"},\"datePublished\":\"2023-03-08T18:03:18+00:00\",\"dateModified\":\"2023-03-08T18:03:19+00:00\",\"author\":{\"@id\":\"https:\\\/\\\/uwm.edu\\\/engineering\\\/#\\\/schema\\\/person\\\/1fbd31edecc781e295b59b1fe668baa6\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/uwm.edu\\\/engineering\\\/identifying-most-common-patterns-in-highway-accidents-wisdot-awards-qin-75k-to-improve-data-analysis-of-crashes\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/uwm.edu\\\/engineering\\\/identifying-most-common-patterns-in-highway-accidents-wisdot-awards-qin-75k-to-improve-data-analysis-of-crashes\\\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/uwm.edu\\\/engineering\\\/identifying-most-common-patterns-in-highway-accidents-wisdot-awards-qin-75k-to-improve-data-analysis-of-crashes\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/uwm.edu\\\/engineering\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Identifying most common patterns in highway accidents; WisDOT awards Qin $75K to improve data analysis of crashes\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/uwm.edu\\\/engineering\\\/#website\",\"url\":\"https:\\\/\\\/uwm.edu\\\/engineering\\\/\",\"name\":\"College of Engineering &amp; Applied Science\",\"description\":\"\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/uwm.edu\\\/engineering\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/uwm.edu\\\/engineering\\\/#\\\/schema\\\/person\\\/1fbd31edecc781e295b59b1fe668baa6\",\"name\":\"Content Author Unassigned\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/5cd486fa12534048793f5bc5a62c74e9fbd285173671acdb13531381a862559b?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/5cd486fa12534048793f5bc5a62c74e9fbd285173671acdb13531381a862559b?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/5cd486fa12534048793f5bc5a62c74e9fbd285173671acdb13531381a862559b?s=96&d=mm&r=g\",\"caption\":\"Content Author Unassigned\"},\"url\":\"https:\\\/\\\/uwm.edu\\\/engineering\\\/author\\\/0-content-author-unassigneduwm-edu\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"College of Engineering &amp; Applied Science","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/uwm.edu\/engineering\/identifying-most-common-patterns-in-highway-accidents-wisdot-awards-qin-75k-to-improve-data-analysis-of-crashes\/","og_locale":"en_US","og_type":"article","og_title":"Identifying most common patterns in highway accidents; WisDOT awards Qin $75K to improve data analysis of crashes","og_description":"The Wisconsin Department of Transportation awarded $75,000 to Xiao Qin for a 10-month project that aims to improve the state\u2019s highway safety by further improving data analysis related to crashes. Qin is a Lawrence E. Sivak \u201971 professor of civil &hellip;","og_url":"https:\/\/uwm.edu\/engineering\/identifying-most-common-patterns-in-highway-accidents-wisdot-awards-qin-75k-to-improve-data-analysis-of-crashes\/","og_site_name":"College of Engineering &amp; Applied Science","article_published_time":"2023-03-08T18:03:18+00:00","article_modified_time":"2023-03-08T18:03:19+00:00","og_image":[{"width":750,"height":500,"url":"https:\/\/uwm.edu\/engineering\/wp-content\/uploads\/sites\/537\/2023\/02\/Xiao-Qin-environmental-750-W-1.jpg","type":"image\/jpeg"}],"author":"Content Author Unassigned","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Content Author Unassigned","Est. reading time":"2 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/uwm.edu\/engineering\/identifying-most-common-patterns-in-highway-accidents-wisdot-awards-qin-75k-to-improve-data-analysis-of-crashes\/#article","isPartOf":{"@id":"https:\/\/uwm.edu\/engineering\/identifying-most-common-patterns-in-highway-accidents-wisdot-awards-qin-75k-to-improve-data-analysis-of-crashes\/"},"author":{"name":"Content Author Unassigned","@id":"https:\/\/uwm.edu\/engineering\/#\/schema\/person\/1fbd31edecc781e295b59b1fe668baa6"},"headline":"Identifying most common patterns in highway accidents; WisDOT awards Qin $75K to improve data analysis of crashes","datePublished":"2023-03-08T18:03:18+00:00","dateModified":"2023-03-08T18:03:19+00:00","mainEntityOfPage":{"@id":"https:\/\/uwm.edu\/engineering\/identifying-most-common-patterns-in-highway-accidents-wisdot-awards-qin-75k-to-improve-data-analysis-of-crashes\/"},"wordCount":251,"articleSection":["Infrastructure &amp; Transportation","News"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/uwm.edu\/engineering\/identifying-most-common-patterns-in-highway-accidents-wisdot-awards-qin-75k-to-improve-data-analysis-of-crashes\/","url":"https:\/\/uwm.edu\/engineering\/identifying-most-common-patterns-in-highway-accidents-wisdot-awards-qin-75k-to-improve-data-analysis-of-crashes\/","name":"Identifying most common patterns in highway accidents; WisDOT awards Qin $75K to improve data analysis of crashes - College of Engineering &amp; Applied Science","isPartOf":{"@id":"https:\/\/uwm.edu\/engineering\/#website"},"datePublished":"2023-03-08T18:03:18+00:00","dateModified":"2023-03-08T18:03:19+00:00","author":{"@id":"https:\/\/uwm.edu\/engineering\/#\/schema\/person\/1fbd31edecc781e295b59b1fe668baa6"},"breadcrumb":{"@id":"https:\/\/uwm.edu\/engineering\/identifying-most-common-patterns-in-highway-accidents-wisdot-awards-qin-75k-to-improve-data-analysis-of-crashes\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/uwm.edu\/engineering\/identifying-most-common-patterns-in-highway-accidents-wisdot-awards-qin-75k-to-improve-data-analysis-of-crashes\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/uwm.edu\/engineering\/identifying-most-common-patterns-in-highway-accidents-wisdot-awards-qin-75k-to-improve-data-analysis-of-crashes\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/uwm.edu\/engineering\/"},{"@type":"ListItem","position":2,"name":"Identifying most common patterns in highway accidents; WisDOT awards Qin $75K to improve data analysis of crashes"}]},{"@type":"WebSite","@id":"https:\/\/uwm.edu\/engineering\/#website","url":"https:\/\/uwm.edu\/engineering\/","name":"College of Engineering &amp; Applied Science","description":"","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/uwm.edu\/engineering\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Person","@id":"https:\/\/uwm.edu\/engineering\/#\/schema\/person\/1fbd31edecc781e295b59b1fe668baa6","name":"Content Author Unassigned","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/5cd486fa12534048793f5bc5a62c74e9fbd285173671acdb13531381a862559b?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/5cd486fa12534048793f5bc5a62c74e9fbd285173671acdb13531381a862559b?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/5cd486fa12534048793f5bc5a62c74e9fbd285173671acdb13531381a862559b?s=96&d=mm&r=g","caption":"Content Author Unassigned"},"url":"https:\/\/uwm.edu\/engineering\/author\/0-content-author-unassigneduwm-edu\/"}]}},"meta_fields":{"_edit_lock":["1678298475:415"],"_edit_last":["415"],"feat_img_video":[""],"feat_img_caption":["feat-img-caption-on"],"breadcrumbs_display":["breadcrumbs-on"],"otp_nav_display":["otp-on-mobile"],"_yoast_wpseo_content_score":["30"],"_yoast_wpseo_estimated-reading-time-minutes":["2"],"_yoast_wpseo_wordproof_timestamp":[""],"_yoast_wpseo_primary_category":["1"],"_uwm_wg_content_review_log":["a:1:{i:0;a:5:{s:11:\"reviewer_id\";i:0;s:6:\"status\";s:5:\"reset\";s:10:\"entry_date\";s:19:\"2026-03-01 02:11:16\";s:16:\"priority_content\";s:0:\"\";s:4:\"note\";s:43:\"Content review reset at start of new cycle.\";}}"]},"_links":{"self":[{"href":"https:\/\/uwm.edu\/engineering\/wp-json\/wp\/v2\/posts\/15469","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/uwm.edu\/engineering\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/uwm.edu\/engineering\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/uwm.edu\/engineering\/wp-json\/wp\/v2\/users\/37709"}],"replies":[{"embeddable":true,"href":"https:\/\/uwm.edu\/engineering\/wp-json\/wp\/v2\/comments?post=15469"}],"version-history":[{"count":2,"href":"https:\/\/uwm.edu\/engineering\/wp-json\/wp\/v2\/posts\/15469\/revisions"}],"predecessor-version":[{"id":15471,"href":"https:\/\/uwm.edu\/engineering\/wp-json\/wp\/v2\/posts\/15469\/revisions\/15471"}],"wp:attachment":[{"href":"https:\/\/uwm.edu\/engineering\/wp-json\/wp\/v2\/media?parent=15469"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/uwm.edu\/engineering\/wp-json\/wp\/v2\/categories?post=15469"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/uwm.edu\/engineering\/wp-json\/wp\/v2\/tags?post=15469"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}