{"id":6665,"date":"2015-10-24T02:00:25","date_gmt":"2015-10-24T06:00:25","guid":{"rendered":"http:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/?p=6665"},"modified":"2015-10-26T13:23:45","modified_gmt":"2015-10-26T17:23:45","slug":"northshore-university-using-predictive-analytics-for-on-demand-healthcare-staffing","status":"publish","type":"post","link":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/northshore-university-using-predictive-analytics-for-on-demand-healthcare-staffing\/6665\/","title":{"rendered":"NorthShore University Using Predictive Analytics for On-Demand Healthcare Staffing"},"content":{"rendered":"Clean data, support for stakeholders such as the emergency room, a good data warehouse infrastructure is needed. When NorthShore University Health System did an analysis of needed staffing levels, they found, to their surprise, that Tuesdays were as busy as Mondays, said Dr. Daniel Chertok, senior data scientist for the Chicago-area health system. They decided to build a predictive model that predicts staffing needs four hours in advance so they can call nurses in to work before they find themselves understaffed. &#8220;Not all nurses are happy about on-demand scheduling,&#8221; Chertok said. According to Chertok, the example is just <a href=\"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/northshore-university-using-predictive-analytics-for-on-demand-healthcare-staffing\/6665\/\" class=\"more-link\">(more&hellip;)<\/a>","protected":false},"excerpt":{"rendered":"<p>Clean data, support for stakeholders such as the emergency room, a good data warehouse infrastructure is needed. When NorthShore University Health System did an analysis of needed staffing levels, they found, to their surprise, that Tuesdays were as busy as Mondays, said Dr. Daniel Chertok, senior data scientist for the Chicago-area health system. They decided [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":"","_links_to":"","_links_to_target":""},"categories":[11,48],"tags":[73,553,8],"class_list":["post-6665","post","type-post","status-publish","format-standard","hentry","category-industry-news","category-left-hand","tag-healthcare","tag-northshore-university-health","tag-predictive-analytics"],"_links":{"self":[{"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/posts\/6665","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/comments?post=6665"}],"version-history":[{"count":4,"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/posts\/6665\/revisions"}],"predecessor-version":[{"id":6672,"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/posts\/6665\/revisions\/6672"}],"wp:attachment":[{"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/media?parent=6665"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/categories?post=6665"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/tags?post=6665"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}