

{"id":9026,"date":"2026-01-21T11:10:10","date_gmt":"2026-01-21T03:10:10","guid":{"rendered":"https:\/\/www.akademisains.gov.my\/asmsj\/?post_type=article&#038;p=9026"},"modified":"2026-01-21T11:13:43","modified_gmt":"2026-01-21T03:13:43","slug":"mathematical-methods-in-skills-based-workforce-scheduling-a-comprehensive-review","status":"publish","type":"article","link":"https:\/\/www.akademisains.gov.my\/asmsj\/article\/mathematical-methods-in-skills-based-workforce-scheduling-a-comprehensive-review\/","title":{"rendered":"Mathematical Methods in Skills-based Workforce Scheduling: A Comprehensive Review"},"content":{"rendered":"<div class=\"wpb-content-wrapper\"><p>[vc_row][vc_column width=&#8221;4\/5&#8243; css=&#8221;.asmsj-main-column{padding-bottom:10px !important;}&#8221;][vc_row_inner equal_height=&#8221;yes&#8221; css=&#8221;.asmsj-inner-row{margin-bottom:10px !important;}&#8221;][vc_column_inner][vc_column_text css=&#8221;&#8221;]\t\t\r\n\t\t<div class=\"mdocs\">\r\n\t\t\t<div class=\"mdocs-wrap\"><\/div>\r\n\t\t\t<div class=\"mdocs-container\">\r\n\t\t\t\t<table class=\"table table-hover table-condensed\" id=\"mdocs-list-table\">\r\n\t\t\t\t\t<thead>\r\n\t\t\t\t\t\t<tr>\r\n\t\t\t\t\t\t\t<th class=\"mdocs-name\">Name<\/th>\r\n\t\t\t\t\t\t\t<th class=\"mdocs-downloads\">Downloads<\/th>\r\n\t\t\t\t\t\t\t<th class=\"mdocs-version\">Version<\/th>\r\n\t\t\t\t\t\t\t<th class=\"mdocs-author\">Owner<\/th>\r\n\t\t\t\t\t\t\t<th class=\"mdocs-modified\">Last Updated<\/th>\r\n\t\t\t\t\t\t\t<th class=\"mdocs-file-size\">File Size<\/th>\r\n\t\t\t\t\t\t<\/tr>\r\n\t\t\t\t\t<\/thead>\r\n\t\t\t\t\t<tbody>\r\n\t\t\t\t\t\t<tr class=\"mdocs-normal\">\r\n\t\t\t\t\t\t\t<td class=\"mdocs-name\">\r\n\t\t\t\t\t\t\t\t<div class=\"mdocs-btn-group btn-group\">\r\n\t\t\t\t\t\t\t\t\t<a class=\"mdocs-title-href\" href=\"https:\/\/www.akademisains.gov.my\/asmsj\/?sdm_process_download=1&#038;download_id=9024\" target=\"_blank\">\r\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/www.akademisains.gov.my\/asmsj\/wp-content\/plugins\/simple-download-monitor\/images\/pdf.png\" class=\"mdoc-file-type-icon\" alt=\"PDF\">\r\n\t\t\t\t\t\t\t\t\t\tMathematical Methods in Skills-based Workforce Scheduling: A Comprehensive Review\t\t\t\t\t\t\t\t\t<\/a>\r\n\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t<\/td>\r\n\t\t\t\t\t\t\t<td class=\"mdocs-downloads\">\r\n\t\t\t\t\t\t\t\t<i class=\"fas fa-cloud-download-alt\" aria-hidden=\"true\" title=\"Downloads\"><\/i>\r\n\t\t\t\t\t\t\t\t<em style=\"color: #FF9140;\">147 <small>downloads<\/small><\/em>\r\n\t\t\t\t\t\t\t<\/td>\r\n\t\t\t\t\t\t\t<td class=\"mdocs-version\">\r\n\t\t\t\t\t\t\t\t<i class=\"fa fa-history\" aria-hidden=\"true\" title=\"Version\"><\/i>\r\n\t\t\t\t\t\t\t\t<em style=\"color: #0066FF;\">1.0<\/em>\r\n\t\t\t\t\t\t\t<\/td>\r\n\t\t\t\t\t\t\t<td class=\"mdocs-author\">\r\n\t\t\t\t\t\t\t\t<i class=\"fa fa-user\" aria-hidden=\"true\" title=\"Owner\"><\/i>\r\n\t\t\t\t\t\t\t\t<em style=\"color: #666;\">ikram<\/em>\r\n\t\t\t\t\t\t\t<\/td>\r\n\t\t\t\t\t\t\t<td class=\"mdocs-modified\">\r\n\t\t\t\t\t\t\t\t<i class=\"fa fa-calendar\" aria-hidden=\"true\" title=\"Last Modified\"><\/i>\r\n\t\t\t\t\t\t\t\t<em style=\"color: #990000;\">21-01-2026 10:57<\/em>\r\n\t\t\t\t\t\t\t<\/td>\r\n\t\t\t\t\t\t\t<td class=\"mdocs-file-size\">\r\n\t\t\t\t\t\t\t\t<i class=\"fa fa-database\" aria-hidden=\"true\" title=\"File Size\"><\/i>\r\n\t\t\t\t\t\t\t\t<em>564 KB<\/em>\r\n\t\t\t\t\t\t\t<\/td>\r\n\t\t\t\t\t\t<\/tr>\r\n\t\t\t\t\t<\/tbody>\r\n\t\t\t\t<\/table>\r\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\r\n\t\t<div class=\"vc_btn3-container vc_btn3-center vc_custom_1753429848041 vc_do_btn\">\r\n\t\t\t<a class=\"vc_general vc_btn3 vc_btn3-size-md vc_btn3-shape-square vc_btn3-style-flat vc_btn3-block vc_btn3-icon-left vc_btn3-color-grey\" \r\n\t\t\t   href=\"https:\/\/www.akademisains.gov.my\/asmsj\/?sdm_process_download=1&#038;download_id=9024\" target=\"_blank\">\r\n\t\t\t\t<i class=\"vc_btn3-icon \"><\/i> Download PDF\r\n\t\t\t<\/a>\r\n\t\t<\/div>\r\n\t\t\t\r\n    <div class=\"asmsj-article-header\">\r\n        <p>ASM Sc. J., 21(1), 2026<\/p>\r\n\t\t<p>Published on January 21, 2026<\/p>\r\n                    <p><a href=\"https:\/\/doi.org\/10.32802\/asmscj.2026.0094\" target=\"_blank\" rel=\"noopener\">https:\/\/doi.org\/10.32802\/asmscj.2026.0094<\/a><\/p>\r\n        \r\n                    <p><strong>Author: <\/strong>Ezzah Suraya Sarudin, Wan Nor Munirah Ariffin, Siti Suhana Jamaian<\/p>\r\n        \r\n                    <p><strong>Abstract<\/strong><\/p>\r\n\t\t\t<p style=\"text-align:justify;\">Skills-based workforce scheduling is essential in enhancing operational efficiency across various industries.  Despite  its  importance,  a  comprehensive  review  of mathematical  methods  used  to address complex scheduling problems is still underexplored. Therefore, this paper aims to fill this gap  by reviewing  the research  trends  and the  recent mathematical  approaches that  have  been \r\napplied  using  both  bibliometric  and  systematic  review  techniques.  An  initial  dataset  of  1109 \r\narticles was retrieved from the Web of Science (WoS) and Scopus databases and merged using Python software. After removing duplicates and non-English articles, 749 articles were analysed to identify the publication and citation trends, the most popular journals, the most cited articles, and the emerging keyword themes. To investigate the current mathematical methods of solving skills- based workforce scheduling, 62 articles that were published between 2020 and 2024 in the fields of operations research, management sciences, decision sciences, and mathematics were further analysed.  The  findings  indicate that  heuristic  and  metaheuristic  approaches  are  the  most commonly used, with hybrid approaches becoming more  prevalent. This review offers valuable insights into the evolution of the landscape of mathematical techniques that may support future researchers  in  developing innovative  concepts  for workforce  scheduling,  which  benefits both academic and practical applications in this field.<\/p>\r\n        \r\n                    <p><strong>Keywords:<\/strong>\r\n                mathematical method trends, research trends, skills-based scheduling, workforce optimisation            <\/p>\r\n            <\/div>\r\n\t\r\n\t\r\n\t\r\n\t<div class=\"asmsj-citation-box\">\r\n        <h3>How to Cite<\/h3>\r\n        <p id=\"citation-text\">\r\n            2026. Mathematical Methods in Skills-based Workforce Scheduling: A Comprehensive Review. <em>ASM Science Journal<\/em>, 21(1), 1-13. <a href=\"https:\/\/doi.org\/10.32802\/asmscj.2026.0094\" target=\"_blank\" rel=\"noopener\">https:\/\/doi.org\/10.32802\/asmscj.2026.0094<\/a>        <\/p>\r\n\r\n        <div class=\"asmsj-actions\">\r\n            <select id=\"citation-format\">\r\n                <option value=\"apa\">APA<\/option>\r\n                <option value=\"mla\">MLA<\/option>\r\n                <option value=\"chicago\">Chicago<\/option>\r\n                <option value=\"harvard\">Harvard<\/option>\r\n                <option value=\"ieee\">IEEE<\/option>\r\n                <option value=\"vancouver\">Vancouver<\/option>\r\n            <\/select>\r\n\r\n            <button id=\"copy-citation\">Copy<\/button>\r\n            <div id=\"loading-spinner\" class=\"hidden\"><\/div>\r\n        <\/div>\r\n    <\/div>\r\n\r\n    <script>\r\n    jQuery(document).ready(function($) {\r\n        $('#citation-format').change(function() {\r\n            var format = $(this).val();\r\n            var postID = 9026;\r\n            \r\n            $('#loading-spinner').show(); \/\/ Show loading animation\r\n\r\n            $.post(asmsj_ajax.ajaxurl, {\r\n                action: 'generate_citation',\r\n                format: format,\r\n                post_id: postID\r\n            }, function(response) {\r\n                $('#citation-text').html(response);\r\n                $('#loading-spinner').hide(); \/\/ Hide loading animation\r\n            });\r\n        });\r\n\r\n        $('#copy-citation').click(function() {\r\n            var citation = $('#citation-text').text();\r\n            navigator.clipboard.writeText(citation).then(function() {\r\n                alert(\"Citation copied to clipboard!\");\r\n            });\r\n        });\r\n    });\r\n    <\/script>\r\n    [\/vc_column_text][\/vc_column_inner][\/vc_row_inner][\/vc_column][vc_column width=&#8221;1\/5&#8243;][vc_widget_sidebar sidebar_id=&#8221;sidebar-blog&#8221;][\/vc_column][\/vc_row]<\/p>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Ezzah Suraya Sarudin, Wan Nor Munirah Ariffin, Siti Suhana Jamaian<br \/><a>https:\/\/doi.org\/10.32802\/asmscj.2026.0094<\/a><\/p>\n","protected":false},"author":827,"featured_media":0,"menu_order":0,"comment_status":"open","ping_status":"open","template":"","format":"standard","meta":{"footnotes":""},"categories":[82],"tags":[3999,3998,3996,3997],"issuem_issue":[3982],"class_list":["post-9026","article","type-article","status-publish","format-standard","hentry","category-review","tag-mathematical-method-trends","tag-research-trends","tag-skills-based-scheduling","tag-workforce-optimisation","issuem_issue-asm-sc-j-vol-21-no-1-2026"],"jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/www.akademisains.gov.my\/asmsj\/wp-json\/wp\/v2\/article\/9026","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.akademisains.gov.my\/asmsj\/wp-json\/wp\/v2\/article"}],"about":[{"href":"https:\/\/www.akademisains.gov.my\/asmsj\/wp-json\/wp\/v2\/types\/article"}],"author":[{"embeddable":true,"href":"https:\/\/www.akademisains.gov.my\/asmsj\/wp-json\/wp\/v2\/users\/827"}],"replies":[{"embeddable":true,"href":"https:\/\/www.akademisains.gov.my\/asmsj\/wp-json\/wp\/v2\/comments?post=9026"}],"version-history":[{"count":3,"href":"https:\/\/www.akademisains.gov.my\/asmsj\/wp-json\/wp\/v2\/article\/9026\/revisions"}],"predecessor-version":[{"id":9029,"href":"https:\/\/www.akademisains.gov.my\/asmsj\/wp-json\/wp\/v2\/article\/9026\/revisions\/9029"}],"wp:attachment":[{"href":"https:\/\/www.akademisains.gov.my\/asmsj\/wp-json\/wp\/v2\/media?parent=9026"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.akademisains.gov.my\/asmsj\/wp-json\/wp\/v2\/categories?post=9026"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.akademisains.gov.my\/asmsj\/wp-json\/wp\/v2\/tags?post=9026"},{"taxonomy":"issuem_issue","embeddable":true,"href":"https:\/\/www.akademisains.gov.my\/asmsj\/wp-json\/wp\/v2\/issuem_issue?post=9026"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}