{"id":341,"date":"2019-04-09T18:58:36","date_gmt":"2019-04-09T10:58:36","guid":{"rendered":"https:\/\/cde.nus.edu.sg\/isem\/?page_id=341"},"modified":"2026-03-13T14:46:45","modified_gmt":"2026-03-13T06:46:45","slug":"masters-of-science-industrial-and-systems-engineering-programme","status":"publish","type":"page","link":"https:\/\/cde.nus.edu.sg\/isem\/graduate\/coursework\/masters-of-science-industrial-and-systems-engineering-programme\/","title":{"rendered":"Master of Science (Industrial and Systems Engineering)"},"content":{"rendered":"\n\n\t\t\t\t\t<ul id=\"menu-graduate-menu\"><li id=\"menu-item-13829\"><a href=\"https:\/\/cde.nus.edu.sg\/isem\/graduate\/research-degrees\/\">Research Degrees<\/a>\n<ul>\n\t<li id=\"menu-item-13830\"><a href=\"https:\/\/cde.nus.edu.sg\/isem\/graduate\/research-degrees\/\">PhD\/MEng\/EngD<\/a><\/li>\n\t<li id=\"menu-item-22275\"><a href=\"https:\/\/cde.nus.edu.sg\/isem\/graduate\/research-students-placement\/\">Research Students&#8217; Placement<\/a><\/li>\n<\/ul>\n<\/li>\n<li id=\"menu-item-13831\"><a href=\"https:\/\/cde.nus.edu.sg\/isem\/graduate\/coursework\/\">Coursework<\/a>\n<ul>\n\t<li id=\"menu-item-13832\"><a href=\"https:\/\/cde.nus.edu.sg\/isem\/graduate\/coursework\/masters-of-science-industrial-and-systems-engineering-programme\/\">Master of Science (Industrial and Systems Engineering)<\/a><\/li>\n\t<li id=\"menu-item-13834\"><a href=\"https:\/\/cde.nus.edu.sg\/isem\/masters-of-science-management-of-technology-and-innovation-programme\/\">Master of Science (Management of Technology and Innovation)<\/a><\/li>\n\t<li id=\"menu-item-13836\"><a href=\"https:\/\/cde.nus.edu.sg\/isem\/graduate\/coursework\/masters-of-science-supply-chain-management-programme\/\">Master of Science (Supply Chain Management)<\/a><\/li>\n\t<li id=\"menu-item-13835\"><a href=\"https:\/\/cde.nus.edu.sg\/isem\/graduate\/coursework\/masters-of-science-maritime-technology-management-programme\/\">Master of Science (Maritime Technology &amp; Management)<\/a><\/li>\n<\/ul>\n<\/li>\n<li id=\"menu-item-24739\"><a href=\"https:\/\/cde.nus.edu.sg\/isem\/graduate\/graduatecertificate\/\">Graduate Certificate<\/a>\n<ul>\n\t<li id=\"menu-item-24740\"><a href=\"https:\/\/cde.nus.edu.sg\/isem\/graduate\/graduatecertificate\/supply-chain-analytics\/\">Graduate Certificate in Supply Chain Analytics<\/a><\/li>\n\t<li id=\"menu-item-24755\"><a href=\"https:\/\/cde.nus.edu.sg\/isem\/graduate\/graduatecertificate\/decarbonisation-analytics\/\">Graduate Certificate in Decarbonisation Analytics<\/a><\/li>\n<\/ul>\n<\/li>\n<li id=\"menu-item-13838\"><a href=\"https:\/\/cde.nus.edu.sg\/isem\/graduate\/311-educational-framework\/\">3+1+1 Educational Framework<\/a><\/li>\n<\/ul>\t\n\t<h2>\n\t\tMaster of Science (Industrial and Systems Engineering)\n\t<\/h2>\n\t\t\t\t\t\t\t\t<a href=\"#\" id=\"fl-tabs--label-0\" data-index=\"0\" aria-controls=\"fl-tabs--panel-0\" aria-expanded=\"true\" role=\"tab\">\t\t\t\tOverview\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<a href=\"#\" id=\"fl-tabs--label-1\" data-index=\"1\" aria-controls=\"fl-tabs--panel-1\" aria-expanded=\"false\" role=\"tab\">\t\t\t\tCurriculum\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<a href=\"#\" id=\"fl-tabs--label-2\" data-index=\"2\" aria-controls=\"fl-tabs--panel-2\" aria-expanded=\"false\" role=\"tab\">\t\t\t\tCourses\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<a href=\"#\" id=\"fl-tabs--label-3\" data-index=\"3\" aria-controls=\"fl-tabs--panel-3\" aria-expanded=\"false\" role=\"tab\">\t\t\t\tAdmission &amp; Fee\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<a href=\"#\" id=\"fl-tabs--label-4\" data-index=\"4\" aria-controls=\"fl-tabs--panel-4\" aria-expanded=\"false\" role=\"tab\">\t\t\t\tFAQ\t\t\t\t<\/a>\n\t\t\t\t\t\tOverview\n\t\t\t\t\t\t\t\t\t\t\t<p>The Master of Science in Industrial and Systems Engineering (MSc ISE) programme is designed to provide graduate level education to prepare individuals for a lifelong career addressing critical engineering and managerial decision making in the manufacturing and service sectors. It equips students with core competency and skills in data analytics, optimization, system engineering, decision making, and project management and decarbonization analytics. The programme also emphasizes on the application of ISE knowledge in solving real life problems and challenges.<\/p>\n<p>The programme is ideal for professionals who have increasing responsibilities in management and decision making. It is also suitable for all engineering and science students who want to advance their career in data science, logistics, business analytics, etc. Beside that, the programme also enable the graduates to attain the level of proficiency to help businesses and organisations meet their decarbonization goals. It ensure that our graduates remain relevant and in high demand in the emerging green wave.<\/p>\n<p>Domain-specific focus in the programme is also available for those who wish to deepen their understanding in any of the following areas of specialisation:<\/p>\n<ul>\n<li>Data Analytics (DA)<\/li>\n<li>Engineering and Service Management (ESM)<\/li>\n<li>Operations Research (OR)<\/li>\n<li>Systems Engineering (SE)<\/li>\n<li>Decarbonization Analytics (DCA)<\/li>\n<\/ul>\n\n\t\t\t\t\t\tCurriculum\n\t\t\t\t\t\t\t\t\t\t\t<h3><strong>Curriculum<\/strong><\/h3>\n<table>\n<tbody>\n<tr>\n<th width=\"27%\"><strong>Degree Requirements<\/strong><\/th>\n<td colspan=\"2\" width=\"72%\">At least 40 units &#8211; typically ten courses<\/td>\n<\/tr>\n<tr>\n<th rowspan=\"2\" width=\"27%\"><strong>Candidature<\/strong><\/th>\n<td width=\"17%\">Full-time^<\/td>\n<td width=\"55%\">minimum 1 year &#8211; maximum 2 years<\/td>\n<\/tr>\n<tr>\n<td width=\"17%\">Part-time<\/td>\n<td width=\"55%\">minimum 2 years &#8211; maximum 4 years<\/td>\n<\/tr>\n<tr>\n<th width=\"27%\"><strong>Continuation Requirements<\/strong><\/th>\n<td colspan=\"2\" width=\"72%\">At NUS, minimum standards are set for continuation in a programme of study and graduation. More information can be found\u00a0<a href=\"https:\/\/cde.nus.edu.sg\/graduate\/graduate-programmes-by-coursework\/graduation-requirements\/\" target=\"_blank\" rel=\"noopener\">here<\/a>.<\/td>\n<\/tr>\n<tr>\n<th><strong>Graduation Requirements<\/strong><\/th>\n<td colspan=\"2\">GPA<sup>#<\/sup>\u00a0of at least 3.00 (equivalent to an average of B-) for a general MSc ISE degree\nGPA<sup>#<\/sup> of at least 3.50 (equivalent to an average of B) for a MSc ISE degree with area of specialisation in DA, ESM, OR, SE or DCA.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><em>^If you are an international applicant who does not have permanent residency in Singapore, you are eligible to apply only for the full-time programme; if offered admission, you will be registered as a full-time student.<\/em><\/p>\n<p><em>#<\/em><em>Grade Point Average (GPA)<\/em><em>\u00a0&#8211;<\/em><em> students that obtain a GPA of less than 3.00 but at least 2.75 (based on best 6 relevant courses) may receive a Graduate Diploma.<\/em><\/p>\n<h3><strong>Area of Specialisation<\/strong><\/h3>\n<p>To graduate with an Area of Specialisation (AOS), you will need to complete at least 16 units from core courses and at least 16 units from the AOS basket. You may double-count a course as fulfilling both core and AOS if they fall in both categories. The remaining units can be from the core or elective courses.<\/p>\n<p>To be considered for the award of specialisation, a student must complete a minimum of 40 units with a graduating GPA of at least 3.50. Upon successful completion of the AOS, the specialisation will be reflected in your official transcript.<\/p>\n<h4><strong><u>Data Analytics (DA)<\/u><\/strong><\/h4>\n<ol>\n<li>IE5002 Applied Engineering Statistics\u00a0(compulsory)<\/li>\n<li>IE5005 Data Analytics For Industrial Engineers (compulsory)<\/li>\n<li>IE5202 Applied Forecasting Methods<\/li>\n<li>IE5231 Statistical Methods for Process Design and Control<\/li>\n<li>IE5405 Retails Operations and Analytics<\/li>\n<li>IE5600 Applied Programming for Industrial Systems<\/li>\n<li>IE5602 Statistical Learning in Engineering I<\/li>\n<li>IE5603 Statistical Learning in Engineering II<\/li>\n<li>IE5604 Practical Deep Learning Methods for Decision Making<\/li>\n<\/ol>\n<h4><strong><u>Engineering and Service Management (ESM)<\/u><\/strong><\/h4>\n<ol>\n<li>IE5003 Cost Analysis And Engineering Economy\u00a0(compulsory)<\/li>\n<li>IE5006 Large Scale Systems Engineering<\/li>\n<li>IE5121 Quality Planning and Management<\/li>\n<li>IE5208 Systems Approach to Project Management<\/li>\n<li>IE5213 Service Innovation and Management<\/li>\n<li>MT5006 Value Creation Through Product Development<\/li>\n<li>MT5024 Maximising Innovation Value through Patent Analytics<\/li>\n<\/ol>\n<h4><strong><u>Operations Research (OR)<\/u><\/strong><\/h4>\n<ol>\n<li>IE5001 Operations Research for Decision Making\u00a0(compulsory)<\/li>\n<li>IE5004 Stochastic Models and Their Applications\u00a0(compulsory)<\/li>\n<li>IE5005 Data Analytics For Industrial Engineers<\/li>\n<li>IE5105 Modelling for Supply Chain Systems<\/li>\n<li>IE5203 Decision Analysis<\/li>\n<li>IE5205 Healthcare System and Analytics<\/li>\n<li>IE5268 Theory and algorithms for nonlinear optimization<\/li>\n<li>IE5401 Modern Supply Chain and Blockchain Technologies<\/li>\n<li>IE5405 Retail Operation and Analytics<\/li>\n<li>IE5504 Systems Modelling and Advanced Simulation<\/li>\n<li>IE5506 Portfolio Optimization and Engineering<\/li>\n<li>IE5603 Statistical Learning in Engineering II<\/li>\n<li>IE5604 Practical Deep Learning Methods for Decision Making<\/li>\n<\/ol>\n<h4><strong>Systems Engineering (SE)<\/strong><\/h4>\n<ol>\n<li>IE5006 Large Scale Systems Engineering\u00a0(compulsory)<\/li>\n<li>IE5123 Reliability Engineering and Asset Management<\/li>\n<li>IE5205 Healthcare System and Analytics<\/li>\n<li>IE5206 Energy and Sustainability<\/li>\n<li>IE5221 Transportation Modeling and Economics<\/li>\n<li>IE5504 Systems Modelling and Advanced Simulation<\/li>\n<\/ol>\n<h4><strong>Decarbonization Analytics (DCA)<\/strong><\/h4>\n<ol>\n<li>IE5003 Cost Analysis and Engineering Economy (compulsory)<\/li>\n<li>IE5005 Data Analytics For Industrial Engineers (compulsory)<\/li>\n<li>IE5206 Energy and Sustainability<\/li>\n<li>IE5207 Energy Systems Modelling and Market Mechanisms<\/li>\n<li>IE5209 ESG and Net Zero: Principles and Cases<\/li>\n<li>IE5210 Value Chain Carbon Accounting and Sustainability<\/li>\n<\/ol>\n\t\t\t\t\t\tCourses\n\t\t\t\t\t\t\t\t\t\t\t<h3><strong>Courses<\/strong><\/h3>\n<p>Students have to complete at least 16 units from core courses. The remaining 24 units can be from the core or elective courses.<\/p>\n<table width=\"100%\">\n<tbody>\n<tr>\n<th width=\"63\"><strong>Course Code<\/strong><\/th>\n<th width=\"66\"><strong>Type<br \/>\n(AOS)<\/strong><\/th>\n<th width=\"57\"><strong>AOS<\/strong><\/th>\n<th><strong>Semester<\/strong><\/th>\n<th width=\"285\"><strong>Title (Click for course description)<\/strong><\/th>\n<\/tr>\n<tr>\n<td width=\"63\">IE5001<\/td>\n<td width=\"66\">Core<\/td>\n<td width=\"57\">OR<\/td>\n<td>Sem 1<\/td>\n<td width=\"285\"><a href=\"https:\/\/nusmods.com\/modules\/IE5001\/operations-research-for-decision-making\" target=\"_blank\" rel=\"noopener\">Operations Research for Decision Making<\/a><\/td>\n<\/tr>\n<tr>\n<td width=\"63\">IE5002<\/td>\n<td width=\"66\">Core<\/td>\n<td width=\"57\">DA<\/td>\n<td>Sem 2<\/td>\n<td width=\"285\"><a href=\"https:\/\/nusmods.com\/courses\/IE5002\/applied-engineering-statistics\" target=\"_blank\" rel=\"noopener\">Applied Engineering Statistics<\/a><\/td>\n<\/tr>\n<tr>\n<td width=\"63\">IE5003<\/td>\n<td width=\"66\">Core<\/td>\n<td width=\"57\">ESM\/ DCA<\/td>\n<td>Sem 2<\/td>\n<td width=\"285\"><a href=\"https:\/\/nusmods.com\/modules\/IE5003\/cost-analysis-and-engineering-economy\" target=\"_blank\" rel=\"noopener\">Cost Analysis and Engineering Economy<\/a><\/td>\n<\/tr>\n<tr>\n<td width=\"63\">IE5004<\/td>\n<td width=\"66\">Core<\/td>\n<td width=\"57\">OR<\/td>\n<td>Sem 1 \/ 2<\/td>\n<td width=\"285\"><a href=\"https:\/\/nusmods.com\/modules\/IE5004\/stochastic-models-and-their-applications\" target=\"_blank\" rel=\"noopener\">Stochastic Models and their Applications<\/a><\/td>\n<\/tr>\n<tr>\n<td width=\"63\">IE5005<\/td>\n<td width=\"66\">Core<\/td>\n<td width=\"57\">DA \/ OR \/ DCA<\/td>\n<td>Sem 1<\/td>\n<td width=\"285\"><a href=\"https:\/\/nusmods.com\/modules\/IE5005\/data-analytics-for-industrial-engineers\" target=\"_blank\" rel=\"noopener\">Data Analytics for Industrial Engineers<\/a><\/td>\n<\/tr>\n<tr>\n<td width=\"63\">IE5006<\/td>\n<td width=\"66\">Core<\/td>\n<td width=\"57\">ESM \/ SE<\/td>\n<td>Sem 2<\/td>\n<td width=\"285\"><a href=\"https:\/\/nusmods.com\/modules\/IE5006\/large-scale-system-engineering\" target=\"_blank\" rel=\"noopener\">Large Scale Systems Engineering<\/a><\/td>\n<\/tr>\n<tr>\n<td width=\"63\">IE5105<\/td>\n<td width=\"66\">Elective<\/td>\n<td width=\"57\">OR<\/td>\n<td>Sem 1 &amp; 2<\/td>\n<td width=\"285\"><a href=\"https:\/\/nusmods.com\/modules\/IE5105\/modelling-for-supply-chain-systems\" target=\"_blank\" rel=\"noopener\">Modelling for Supply Chain Systems<\/a><\/td>\n<\/tr>\n<tr>\n<td width=\"63\">IE5107<\/td>\n<td width=\"66\">Elective<\/td>\n<td width=\"57\"><\/td>\n<td>Sem 2<\/td>\n<td width=\"285\"><a href=\"https:\/\/nusmods.com\/modules\/IE5107\/operations-analysis-and-management\" target=\"_blank\" rel=\"noopener\">Operations Analysis and Management<\/a><\/td>\n<\/tr>\n<tr>\n<td width=\"63\">IE5108<\/td>\n<td width=\"66\">Elective<\/td>\n<td width=\"57\"><\/td>\n<td>Sem 2<\/td>\n<td width=\"285\"><a href=\"https:\/\/nusmods.com\/modules\/IE5108\/facility-layout-and-location\" target=\"_blank\" rel=\"noopener\">Facility Layout and Location<\/a><\/td>\n<\/tr>\n<tr>\n<td width=\"63\">IE5121<\/td>\n<td width=\"66\">Elective<\/td>\n<td width=\"57\">ESM<\/td>\n<td>Sem 1<\/td>\n<td width=\"285\"><a href=\"https:\/\/nusmods.com\/modules\/IE5121\/quality-planning-and-management\" target=\"_blank\" rel=\"noopener\">Quality Planning and Management<\/a><\/td>\n<\/tr>\n<tr>\n<td width=\"63\">IE5123<\/td>\n<td width=\"66\">Elective<\/td>\n<td width=\"57\">SE<\/td>\n<td>Sem 1<\/td>\n<td width=\"285\"><a href=\"https:\/\/nusmods.com\/modules\/IE5123\/reliability-engineering-and-asset-management\" target=\"_blank\" rel=\"noopener\">Reliability Engineering and Asset Management<\/a><\/td>\n<\/tr>\n<tr>\n<td width=\"63\">IE5202<\/td>\n<td width=\"66\">Elective<\/td>\n<td width=\"57\">DA<\/td>\n<td>Sem 1<\/td>\n<td width=\"285\"><a href=\"https:\/\/nusmods.com\/modules\/IE5202\/applied-forecasting-methods\" target=\"_blank\" rel=\"noopener\">Applied Forecasting Methods<\/a><\/td>\n<\/tr>\n<tr>\n<td width=\"63\">IE5203<\/td>\n<td width=\"66\">Elective<\/td>\n<td width=\"57\">OR<\/td>\n<td>Sem 1<\/td>\n<td width=\"285\"><a href=\"https:\/\/nusmods.com\/modules\/IE5203\/decision-analysis\" target=\"_blank\" rel=\"noopener\">Decision Analysis<\/a><\/td>\n<\/tr>\n<tr>\n<td width=\"63\">IE5205<\/td>\n<td width=\"66\">Elective<\/td>\n<td width=\"57\">OR \/ SE<\/td>\n<td>Sem 2<\/td>\n<td width=\"285\"><a href=\"https:\/\/nusmods.com\/modules\/IE5205\/healthcare-system-and-analytics\" target=\"_blank\" rel=\"noopener\">Healthcare System and Analytics<\/a><\/td>\n<\/tr>\n<tr>\n<td width=\"63\">IE5206<\/td>\n<td width=\"66\">Elective<\/td>\n<td width=\"57\">SE \/ DCA<\/td>\n<td>Sem 2<\/td>\n<td width=\"285\"><a href=\"https:\/\/nusmods.com\/modules\/IE5206\/energy-and-sustainability-a-systems-approach\" target=\"_blank\" rel=\"noopener\">Energy and Sustainability<\/a><\/td>\n<\/tr>\n<tr>\n<td>IE5207<\/td>\n<td>Elective<\/td>\n<td>DCA<\/td>\n<td>Sem 2<\/td>\n<td><a href=\"https:\/\/nusmods.com\/courses\/IE5207\/energy-systems-modelling-and-market-mechanisms\" target=\"_blank\" rel=\"noopener\">Energy Systems Modellng and Market Mechanisms<\/a><\/td>\n<\/tr>\n<tr>\n<td width=\"63\">IE5208<\/td>\n<td width=\"66\">Elective<\/td>\n<td width=\"57\">ESM<\/td>\n<td>Sem 1<\/td>\n<td width=\"285\"><a href=\"https:\/\/nusmods.com\/modules\/IE5208\/systems-approach-to-project-management\" target=\"_blank\" rel=\"noopener\">Systems Approach to Project Management<\/a><\/td>\n<\/tr>\n<tr>\n<td>IE5209<\/td>\n<td>Elective<\/td>\n<td>DCA<\/td>\n<td>Sem 1<\/td>\n<td><a href=\"https:\/\/nusmods.com\/courses\/IE5209\/esg-and-net-zero-principles-and-cases\" target=\"_blank\" rel=\"noopener\">ESG and Net Zero : Principles and Cases<\/a><\/td>\n<\/tr>\n<tr>\n<td>IE5210<\/td>\n<td>Elective<\/td>\n<td>DCA<\/td>\n<td>Sem 2<\/td>\n<td><a href=\"https:\/\/nusmods.com\/courses\/IE5210\/value-chain-carbon-accounting-and-sustainability\" target=\"_blank\" rel=\"noopener\">Value Chain Carbon Accounting and Sustainability<\/a><\/td>\n<\/tr>\n<tr>\n<td width=\"63\">IE5213<\/td>\n<td width=\"66\">Elective<\/td>\n<td width=\"57\">ESM<\/td>\n<td>Not offered<\/td>\n<td width=\"285\"><a href=\"https:\/\/nusmods.com\/modules\/IE5213\/service-innovation-and-management\" target=\"_blank\" rel=\"noopener\">Service Innovation and Management<\/a><\/td>\n<\/tr>\n<tr>\n<td width=\"63\">IE5221<\/td>\n<td width=\"66\">Elective<\/td>\n<td width=\"57\">SE<\/td>\n<td>Sem 2<\/td>\n<td width=\"285\"><a href=\"https:\/\/nusmods.com\/modules\/IE5221\/transportation-modeling-and-economics\" target=\"_blank\" rel=\"noopener\">Transportation Modeling and Economics<\/a><\/td>\n<\/tr>\n<tr>\n<td width=\"63\">IE5231<\/td>\n<td width=\"66\">Elective<\/td>\n<td width=\"57\">DA<\/td>\n<td>Sem 2<\/td>\n<td width=\"285\"><a href=\"https:\/\/nusmods.com\/modules\/IE5231\/statistical-methods-for-process-design-control\" target=\"_blank\" rel=\"noopener\">Statistical Methods for Process Design and Control<\/a><\/td>\n<\/tr>\n<tr>\n<td>IE5268<\/td>\n<td>Elective<\/td>\n<td>OR<\/td>\n<td>Sem 1<\/td>\n<td><a href=\"https:\/\/nusmods.com\/courses\/IE5268\/theory-and-algorithms-for-nonlinear-optimization\" target=\"_blank\" rel=\"noopener\">Theory and Algorithms for nonlinear Optimization<\/a><\/td>\n<\/tr>\n<tr>\n<td width=\"63\">IE5301<\/td>\n<td width=\"66\">Elective<\/td>\n<td width=\"57\"><\/td>\n<td>Sem 1<\/td>\n<td width=\"285\"><a href=\"https:\/\/nusmods.com\/modules\/IE5301\/human-factors-in-engineering-and-design\" target=\"_blank\" rel=\"noopener\">Human Factors in Engineering and Design<\/a><\/td>\n<\/tr>\n<tr>\n<td>IE5401<\/td>\n<td>Elective<\/td>\n<td>OR<\/td>\n<td>Sem 2<\/td>\n<td><a href=\"https:\/\/nusmods.com\/courses\/IE5401\/modern-supply-chain-and-blockchain-technologies\" target=\"_blank\" rel=\"noopener\">Modern Supply Chain and Blockchain Technologies<\/a><\/td>\n<\/tr>\n<tr>\n<td>IE5405<\/td>\n<td>Elective<\/td>\n<td>DA\/OR<\/td>\n<td>Sem 2<\/td>\n<td><a href=\"https:\/\/nusmods.com\/courses\/IE5405\/retail-operations-and-analytics\" target=\"_blank\" rel=\"noopener\">Retail Operations and Analytics<\/a><\/td>\n<\/tr>\n<tr>\n<td width=\"63\">IE5504<\/td>\n<td width=\"66\">Elective<\/td>\n<td width=\"57\">OR \/ SE<\/td>\n<td>Not offered<\/td>\n<td width=\"285\"><a href=\"https:\/\/nusmods.com\/modules\/IE5504\/systems-modelling-and-advanced-simulation\" target=\"_blank\" rel=\"noopener\">Systems Modelling and Advanced Simulation<\/a><\/td>\n<\/tr>\n<tr>\n<td>IE5506<\/td>\n<td>Elective<\/td>\n<td>OR<\/td>\n<td>Sem 2<\/td>\n<td><a href=\"https:\/\/nusmods.com\/courses\/IE5506\/portfolio-optimization-and-engineering\" target=\"_blank\" rel=\"noopener\">Portfolio Optimization and Engineering<\/a><\/td>\n<\/tr>\n<tr>\n<td width=\"63\">IE5600<\/td>\n<td width=\"66\">Elective<\/td>\n<td width=\"57\">DA<\/td>\n<td>Sem 1<\/td>\n<td width=\"285\"><a href=\"https:\/\/nusmods.com\/modules\/IE5600\/applied-programming-for-industrial-systems\" target=\"_blank\" rel=\"noopener\">Applied Programming for Industrial Systems<\/a><\/td>\n<\/tr>\n<tr>\n<td width=\"63\">IE5602<\/td>\n<td width=\"66\">Elective<\/td>\n<td width=\"57\">DA<\/td>\n<td>Sem 1<\/td>\n<td width=\"285\"><a href=\"https:\/\/nusmods.com\/modules\/IE5602\/statistical-learning-in-engineering-i\" target=\"_blank\" rel=\"noopener\">Statistical Learning in Engineering I<\/a><\/td>\n<\/tr>\n<tr>\n<td>IE5603<\/td>\n<td>Elective<\/td>\n<td>DA\/OR<\/td>\n<td>Sem 2<\/td>\n<td><a href=\"https:\/\/nusmods.com\/courses\/IE5603\/statistical-learning-in-engineering-ii\" target=\"_blank\" rel=\"noopener\">Statistical Learning in Engineering II<\/a><\/td>\n<\/tr>\n<tr>\n<td>IE5604<\/td>\n<td>Elective<\/td>\n<td>DA\/OR<\/td>\n<td>Sem 2<\/td>\n<td><a href=\"https:\/\/nusmods.com\/courses\/IE5604\/practical-deep-learning-methods-for-decision-making\" target=\"_blank\" rel=\"noopener\">Practical Deep Learning Methods for Decision Making<\/a><\/td>\n<\/tr>\n<tr>\n<td width=\"63\">MT5006<\/td>\n<td width=\"66\">Elective<\/td>\n<td width=\"57\">ESM<\/td>\n<td>Sem 1<\/td>\n<td width=\"285\"><a href=\"https:\/\/nusmods.com\/modules\/MT5006\/value-creation-through-product-development\" target=\"_blank\" rel=\"noopener\">Value Creation Through Product Development<\/a><\/td>\n<\/tr>\n<tr>\n<td width=\"63\">MT5024<\/td>\n<td width=\"66\">Elective<\/td>\n<td width=\"57\">ESM<\/td>\n<td>Sem 2<\/td>\n<td width=\"285\"><a href=\"https:\/\/nusmods.com\/modules\/MT5024\/maximising-innovation-value-through-patent-analytics\" target=\"_blank\" rel=\"noopener\">Maximising Innovation Value through Patent Analytics<\/a><\/td>\n<\/tr>\n<tr>\n<td width=\"63\">IE5766<\/td>\n<td width=\"66\">Elective<\/td>\n<td width=\"57\"><\/td>\n<td>Sem 1 &amp; 2<\/td>\n<td width=\"285\"><a href=\"https:\/\/nusmods.com\/modules\/IE5766\/industrial-systems-engineering-attachment\" target=\"_blank\" rel=\"noopener\">Industrial &amp; Systems Engineering Attachment<\/a> (8 units)<br \/>\nWe envisage students to seek their own internship companies and submit the completed\u00a0<a href=\"https:\/\/cde.nus.edu.sg\/isem\/wp-content\/uploads\/sites\/12\/2021\/11\/IE5766-Proposal-Form.doc\" target=\"_blank\" rel=\"noopener\">form\u00a0<\/a>(Section A &amp; B) to ISEM office at least 3 weeks prior to start of attachment.<\/td>\n<\/tr>\n<tr>\n<td width=\"63\">IE5909A<\/td>\n<td width=\"66\">Elective<\/td>\n<td width=\"57\"><\/td>\n<td>Sem 1 &amp; 2<\/td>\n<td width=\"285\"><a href=\"https:\/\/nusmods.com\/modules\/IE5909A\/research-project-in-industrial-system-engineering-i\" target=\"_blank\" rel=\"noopener\">Research Project in Industrial &amp; Systems Engineering I<\/a><\/td>\n<\/tr>\n<tr>\n<td width=\"63\">IE5909B<\/td>\n<td width=\"66\">Elective<\/td>\n<td width=\"57\"><\/td>\n<td>Sem 1 &amp; 2<\/td>\n<td width=\"285\"><a href=\"https:\/\/nusmods.com\/modules\/IE5909B\/research-project-in-industrial-system-engineering-ii\" target=\"_blank\" rel=\"noopener\">Research Project in Industrial &amp; Systems Engineering II<\/a><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>*Please take note not all courses will be offered and the courses will be subject to changes.<\/p>\n<p>&nbsp;<\/p>\n<h3><strong>Timetable<\/strong><\/h3>\n<p>Courses are typically taught on weekday evenings from 6-9pm over 13 weeks<em>.<\/em> Exams may be held during working hours on weekdays. <strong>(Timetables are subject to changes.)<\/strong><\/p>\n<table>\n<tbody>\n<tr>\n<th width=\"765\"><strong>Academic Year\u00a0<\/strong><\/th>\n<th><strong>\u00a0<\/strong><\/th>\n<th><strong>\u00a0<\/strong><\/th>\n<\/tr>\n<tr>\n<td><strong>2024\/2025<\/strong><\/td>\n<td><a href=\"https:\/\/cde.nus.edu.sg\/isem\/wp-content\/uploads\/sites\/12\/2025\/01\/MSc-ISE-2410.pdf\" target=\"_blank\" rel=\"noopener\">Semester 1<\/a><\/td>\n<td><a href=\"https:\/\/cde.nus.edu.sg\/isem\/wp-content\/uploads\/sites\/12\/2025\/01\/MSc-ISE-2420.pdf\" target=\"_blank\" rel=\"noopener\">Semester 2<\/a><\/td>\n<\/tr>\n<tr>\n<td><strong>2025\/2026<\/strong><\/td>\n<td><a href=\"https:\/\/cde.nus.edu.sg\/isem\/wp-content\/uploads\/sites\/12\/2025\/08\/MSc-ISE-Timetable-Term-2510-Students-1.pdf\" target=\"_blank\" rel=\"noopener\">Semester 1<\/a><\/td>\n<td><a href=\"https:\/\/cde.nus.edu.sg\/isem\/wp-content\/uploads\/sites\/12\/2026\/01\/MISET2520_06Jan2026.pdf\" target=\"_blank\" rel=\"noopener\">Semester 2<\/a><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n\t\t\t\t\t\tAdmission &amp; Fee\n\t\t\t\t\t\t\t\t\t\t\t<h3><strong>Admissions\u00a0<\/strong><\/h3>\n<table>\n<tbody>\n<tr>\n<th width=\"151\"><strong>Eligibility<\/strong><\/th>\n<td width=\"450\">A Bachelor&#8217;s degree with 2<sup>nd<\/sup>\u00a0class honours or its equivalent in Engineering, Science or related discipline from an institution of recognised standing.\nThis is a minimum requirement which does not guarantee admission; selection is on a competitive basis.<\/td>\n<\/tr>\n<tr>\n<th width=\"151\"><strong>English Requirement<\/strong><\/th>\n<td width=\"450\">TOEFL (internet-based test)<u>&gt;<\/u>\u00a085 or IELTS (academic)<u>&gt;<\/u> 6.0 is required if your first language is not English. You may be waived from this requirement if you have completed your degree programme taught entirely in English, situated in an English speaking country, for example (non-exhaustive list) Australia, Canada, Hong Kong, India, New Zealand, Philippines, Singapore, United Kingdom, USA.\nThe TOEFL\/IELTS result is only valid for 2 years after the test and should be valid at the beginning of the application period.<\/td>\n<\/tr>\n<tr>\n<th width=\"151\"><strong>Work Experience<\/strong><\/th>\n<td width=\"450\">Candidates should preferably have had a period of relevant industrial experience after obtaining their first degrees.<\/td>\n<\/tr>\n<tr>\n<th width=\"151\"><strong>Intake Semester<\/strong><\/th>\n<td width=\"450\">August 2027<\/td>\n<\/tr>\n<tr>\n<th width=\"151\"><strong>Application Period<\/strong><\/th>\n<td width=\"450\">1 October 2026 &#8211; 28 February 2027 (Tentative)<\/td>\n<\/tr>\n<tr>\n<th width=\"151\"><strong>Outcome Release Date<\/strong><\/th>\n<td width=\"450\">The admission outcome will be released in batches from November to May for August intakes. Successful candidates will receive an email on their offer accordingly. A non-refundable acceptance fee is payable upon accepting an offer. Due to the large number of applicants seeking admission, we are sorry that we will not be able to attend to enquiries on the status of applications.<\/td>\n<\/tr>\n<tr>\n<th width=\"121\"><strong>Application instructions<\/strong><\/th>\n<td width=\"353\">Please refer to the\u00a0<a href=\"https:\/\/cde.nus.edu.sg\/graduate\/graduate-programmes-by-coursework\/application-to-graduate-coursework-programmes\/\" target=\"_blank\" rel=\"noopener\">CDE (Application)<\/a>\u00a0website for detailed instruction and documents that needed to be submitted upon application.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3><strong>Fees and Financial Information<\/strong><\/h3>\n<p><strong>The full programme fee for Academic Year (AY) 2026\/2027 is illustrated in the following table<\/strong>. Programme fees are reviewed yearly and thus subjected to revisions.<\/p>\n<p>Payment of fees will be on an instalment basis, paid over 2 semesters for full-time students and 4 semesters for part-time students.<\/p>\n<table>\n<tbody>\n<tr>\n<th colspan=\"2\" width=\"167\">Full Programme Fees\n(inclusive of 9% GST)<\/th>\n<th width=\"81\">Acceptance Fee\n(inclusive of 9% GST)<\/th>\n<th width=\"86\">1<sup>st<\/sup>\u00a0semester\n(inclusive of 9% GST)<\/th>\n<th width=\"94\">2<sup>nd<\/sup>\u00a0semester\n(inclusive of 9% GST)<\/th>\n<th width=\"93\">3<sup>rd<\/sup>\u00a0semester\n(inclusive of 9% GST)<\/th>\n<th width=\"83\">4<sup>th<\/sup>\u00a0semester\n(inclusive of 9% GST)<\/th>\n<\/tr>\n<tr>\n<td width=\"85\">Full-time students<\/td>\n<td width=\"108\"><strong>S$55,590<\/strong><\/td>\n<td width=\"106\">$$5,450<\/td>\n<td width=\"105\">S$25,070<\/td>\n<td width=\"117\">S$25,070<\/td>\n<td width=\"116\">N.A.<\/td>\n<td width=\"108\">N.A.<\/td>\n<\/tr>\n<tr>\n<td width=\"85\">Part-time students<\/td>\n<td width=\"108\"><strong>S$55,590<\/strong><\/td>\n<td width=\"106\">S$5,450<\/td>\n<td width=\"105\">S$12,535<\/td>\n<td width=\"117\">S$12,535<\/td>\n<td width=\"116\">S$12,535<\/td>\n<td width=\"108\">S$12,535<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><strong>Key Programme Fee Information<\/strong><\/p>\n<ul>\n<li>The fees listed are in Singapore Dollars (S$) and\u00a0inclusive of 9% GST.<\/li>\n<li>Programme fee is for 40 units only. To graduate, a student has to complete 40 units. Students reading more than 40 units will incur additional prorated programme fees (without subsidy\/rebate) at the prevailing rate of the Academic Year in which the course is read.<\/li>\n<li>Complete fee must be paid before a student can graduate from the programme.<\/li>\n<li>Programme fees do not include the cost of recommended textbooks and readings.<\/li>\n<li>The cost of travel, accommodation and miscellaneous expenses are not included and are to be borne by the participant. Click\u00a0<a href=\"https:\/\/www.nus.edu.sg\/oam\/financial-aid\/living-costs\">here<\/a>\u00a0for an estimated cost of living.<\/li>\n<\/ul>\n<p><strong>Other Fees<\/strong><\/p>\n<ul>\n<li>A non-refundable <strong>application fee<\/strong> of <strong>S$109 w\/GST<\/strong> must accompany your online application.<\/li>\n<li><strong>Acceptance Fee<\/strong> of <strong>S$5,450 w\/GST<\/strong> &#8211; which will be credited towards your programme fees &#8211; is payable upon acceptance into the programme. Fee is non-refundable and non-transferable.<\/li>\n<li>Students need to separately pay for\u00a0<strong>Miscellaneous Student Fee (MSF) <\/strong>directly to the University on a semester basis. MSF rates are reviewed annually. For the latest Miscellaneous student fees, please refer to Office of the University Registrar&#8217;s website <a href=\"https:\/\/nus.edu.sg\/registrar\/docs\/info\/administrative-policies-procedures\/gd-msf.pdf\" target=\"_blank\" rel=\"noopener\">here<\/a>.<\/li>\n<\/ul>\n<p><strong>Other finance-related information<\/strong><\/p>\n<ul>\n<li>Students may utilise SkillsFuture Credit (SFC) to offset tuition fees (Course reference: <a href=\"https:\/\/www.myskillsfuture.gov.sg\/content\/portal\/en\/training-exchange\/course-directory\/course-detail.html?courseReferenceNumber=TGS-2015502879\" target=\"_blank\" rel=\"noopener\">TGS-2015502879<\/a>). Please refer to the SFC FAQ <a href=\"https:\/\/www.nus.edu.sg\/finance\/students\/student-finance-matters\/financial-aid-loans\/skillsfuture-credit-sfc\/\" target=\"_blank\" rel=\"noopener\">here<\/a>.<\/li>\n<li>Students who are sponsored by corporate or other organizations may refer to the\u00a0<a href=\"https:\/\/www.nus.edu.sg\/finance\/students\/student-finance-matters\/payments\/fee-payment\/#fee-payment-16\" target=\"_blank\" rel=\"noopener\">step-by-step guide<\/a>\u00a0for the bill to be sent to the company.<\/li>\n<\/ul>\n<h3>AY2026\/2027 Fee Rebate<\/h3>\n<p>Fee rebates will be awarded to deserving applicants based on merit. Applicants will be notified of their awarded fee rebate quantum<sup>#<\/sup> after they received their offer letter.<\/p>\n<p>To enjoy the fee rebate, NUS can only bill to individuals, and will\u00a0<strong>not be able<\/strong>\u00a0to support corporate billing for the programme fees.<\/p>\n<table width=\"75%\">\n<tbody>\n<tr>\n<th width=\"129\"><strong>Nationality<\/strong><\/th>\n<th width=\"285\"><strong>Fee Rebate<\/strong><\/th>\n<\/tr>\n<tr>\n<td width=\"292\">Singapore Citizen (SC)<\/td>\n<td width=\"312\">Up to 65% of Programme Fees<\/td>\n<\/tr>\n<tr>\n<td width=\"292\">Singapore Permanent Residents (SPR)<\/td>\n<td width=\"312\">Up to 50% of Programme Fees<\/td>\n<\/tr>\n<tr>\n<td width=\"292\">ASEAN<\/td>\n<td width=\"312\">Up to 40% of Programme Fees<\/td>\n<\/tr>\n<tr>\n<td width=\"292\">International<\/td>\n<td width=\"312\">Up to 30% of Programme Fees<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><em><sup>#<\/sup>actual quantum of fee rebate depends on academic merit.<\/em><\/p>\nAll NUS Alumni will receive a minimum 40% tuition fee rebate.<br \/>\nAll Non-NUS Alumni SC and SPR will receive a minimum 40% tuition fee rebate.\n\n<h4><strong>Illustration of Programme Fees with Fee Rebates<\/strong><\/h4>\n<p>With effect from AY2025\/2026 cohort, students who are eligible for fee rebates will receive the full rebate credit of their acceptance fee into their Semester 1 student bill. The below table illustrates the fee payment schedule for students with fee rebates.<\/p>\n<table cellspacing=\"0\" cellpadding=\"0\">\n<tbody>\n<tr>\n<th colspan=\"3\" width=\"215\">Programme Fees with fee rebate\n(inclusive of GST)<\/th>\n<th width=\"81\">Acceptance Fee\n(inclusive of 9% GST)<\/th>\n<th width=\"93\">1<sup>st<\/sup>\u00a0semester\n(inclusive of 9% GST)<\/th>\n<th width=\"93\">2<sup>nd\u00a0<\/sup>semester\n(inclusive of 9% GST)<\/th>\n<th width=\"92\">3<sup>rd<\/sup>\u00a0semester\n(inclusive of 9% GST)<\/th>\n<th width=\"87\">4<sup>th<\/sup>\u00a0semester\n(inclusive of 9% GST)<\/th>\n<\/tr>\n<tr>\n<td rowspan=\"2\" width=\"47\">65% fee rebate<\/td>\n<td width=\"89\">Full-time students<\/td>\n<td width=\"113\"><strong>S$19,456.50<\/strong><\/td>\n<td width=\"112\">S$5,450<\/td>\n<td width=\"113\">S$5,232<\/td>\n<td width=\"115\">S$8,774.50<\/td>\n<td width=\"114\">N.A.<\/td>\n<td width=\"114\">N.A.<\/td>\n<\/tr>\n<tr>\n<td width=\"89\">Part-time students<\/td>\n<td width=\"113\"><strong>S$19,456.50<\/strong><\/td>\n<td width=\"112\">S$5,450<\/td>\n<td width=\"113\">S$844.75<\/td>\n<td width=\"115\">S$4,387.25<\/td>\n<td width=\"114\">S$4,387.25<\/td>\n<td width=\"114\">S$4,387.25<\/td>\n<\/tr>\n<tr>\n<td rowspan=\"2\" width=\"47\">50% fee rebate<\/td>\n<td width=\"89\">Full-time students<\/td>\n<td width=\"113\"><strong>S$27,795<\/strong><\/td>\n<td width=\"112\">S$5,450<\/td>\n<td width=\"113\">S$9,810<\/td>\n<td width=\"115\">S$12,535<\/td>\n<td width=\"114\">N.A.<\/td>\n<td width=\"114\">N.A.<\/td>\n<\/tr>\n<tr>\n<td width=\"89\">Part-time students<\/td>\n<td width=\"113\"><strong>S$27,795<\/strong><\/td>\n<td width=\"112\">S$5,450<\/td>\n<td width=\"113\">S$3,542.50<\/td>\n<td width=\"115\">S$6,267.50<\/td>\n<td width=\"114\">S$6,267.50<\/td>\n<td width=\"114\">S$6,267.50<\/td>\n<\/tr>\n<tr>\n<td rowspan=\"2\">40% fee rebate<\/td>\n<td width=\"89\">Full-time students<\/td>\n<td width=\"113\"><strong>S$33,354<\/strong><\/td>\n<td width=\"112\">S$5,450<\/td>\n<td width=\"113\">S$12,862<\/td>\n<td width=\"115\">S$15,042<\/td>\n<td width=\"114\">N.A.<\/td>\n<td width=\"114\">N.A.<\/td>\n<\/tr>\n<tr>\n<td width=\"89\">Part-time students<\/td>\n<td width=\"113\"><strong>S$33,354<\/strong><\/td>\n<td width=\"112\">S$5,450<\/td>\n<td width=\"113\">S$5,341<\/td>\n<td width=\"115\">S$7,521<\/td>\n<td width=\"114\">S$7,521<\/td>\n<td width=\"114\">S$7,521<\/td>\n<\/tr>\n<tr>\n<td rowspan=\"2\" width=\"47\">30% fee rebate<\/td>\n<td width=\"89\">Full-time students<\/td>\n<td width=\"113\"><strong>S$38,913<\/strong><\/td>\n<td width=\"112\">S$5,450<\/td>\n<td width=\"113\">S$15,914<\/td>\n<td width=\"115\">S$17,549<\/td>\n<td width=\"114\">N.A.<\/td>\n<td width=\"114\">N.A.<\/td>\n<\/tr>\n<tr>\n<td width=\"89\">Part-time students<\/td>\n<td width=\"113\"><strong>S$38,913<\/strong><\/td>\n<td width=\"112\">S$5,450<\/td>\n<td width=\"113\">S$7,139.50<\/td>\n<td width=\"115\">S$8,774.50<\/td>\n<td width=\"114\">S$8,774.50<\/td>\n<td width=\"114\">S$8,774.50<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n<h3><strong>Tuition Fees and Curriculum information for previous intakes<\/strong><\/h3>\n<p>For students from past cohorts, please refer to this\u00a0<a href=\"https:\/\/cde.nus.edu.sg\/isem\/wp-content\/uploads\/sites\/12\/2025\/10\/ISE-Past-fee-and-Curriculum.docx\" target=\"_blank\" rel=\"noopener\">document<\/a>\u00a0for previous information on tuition fees &amp; curriculum requirement.<\/p>\n\t\t\t\t\t\tFAQ\n\t\t\t\t\t\t\t\t\t\t\t<p><strong>Qn: I do not have a 2nd class honours, can I still apply?<\/strong><\/p>\n<p>Yes, you may apply. Considerations will be given for relevant work experience. We may also call you for an interview if necessary.<\/p>\n<p><strong>Qn: What is the typical class profile?<\/strong><\/p>\n<p>Majority of our students are aged between 22 to 35.<\/p>\n<p><strong>Qn: What is the difference between full-time and part-time if all the classes are held in the evenings?<\/strong><\/p>\n<p>A full-time student can take up to 20 units (or typically 5 courses) per semester, hence, they will study one course per weekday. A part-time student is limited to half of a full-time student&#8217;s workload, and will only be able to study up to a maximum of 12 units (or typically up to 3 courses) per semester.<\/p>\n<p><strong>Qn: What are the job prospects after attaining this degree? Will NUS help with job placements?<\/strong><\/p>\n<p>Some of the common job prospects are business analyst, data scientist, supply chain specialist, quality engineer, project manager, consultant, etc. The jobs spread in manufacturing, logistics, financial and business services, and public sectors. There will be career fairs organised by the\u00a0<a href=\"https:\/\/nus.edu.sg\/cfg\/\" target=\"_blank\" rel=\"noopener\">NUS Centre for Future-ready Graduates<\/a>\u00a0to help you connect with potential employers.<\/p>\n<p><strong>Qn: Can I opt for more than 1 area of specialisation?<\/strong><\/p>\n<p>You may only graduate with 1 area of specialisation, hence it is important for you to choose the right one from the start so as not to delay your graduation.<\/p>\n<p><strong>Qn: Can I opt out of the specialisation after selecting it?<\/strong><\/p>\n<p>Yes, you may change or opt out of the specialisation at the start of every new semester during course registration exercise. However, it is important to select the correct specialisation in your graduating semester as it will affect your graduation eligibility.<\/p>\n<p>Students who have completed 40 units and fulfilled the general MSc ISE degree but not the AOS will have their AOS dropped and be graduated with the general MSc ISE degree automatically.<\/p>\n<p><strong>Qn: How do I file for graduation?<\/strong><\/p>\n<p>Students will be automatically graduated once they have completed 40 units and fulfilled the general MSc ISE degree or the AOS, whichever is earlier. There is no need to file for graduation. Conferment will be on either 31 January (end of semester 1) or 30 June (end of semester 2). You may refer to <a href=\"https:\/\/www.nus.edu.sg\/registrar\/academic-activities\/graduation\">Registrar&#8217;s website<\/a>\u00a0on more details of conferment, student status letter, transcripts &amp; scrolls, and other actions required upon conferment.<\/p>\n<p>If you have any questions or require more information, please contact Mr Tan Junwei at <a href=\"mailto:pg_isem@nus.edu.sg\">pg_isem@nus.edu.sg<\/a>.<\/p>\n\t\t\t<a href=\"https:\/\/gradapp.nus.edu.sg\/apply\/\" target=\"_self\">\n\t\t\t\t\t\t\tApply Now\n\t\t\t\t\t<\/a>\n\n","protected":false},"excerpt":{"rendered":"<p>Research Degrees PhD\/MEng\/EngD Research Students&#8217; Placement Coursework Master of Science (Industrial and Systems Engineering) Master of Science (Management of Technology and Innovation) Master of Science (Supply Chain Management) Master of Science (Maritime Technology &amp; Management) Graduate Certificate Graduate Certificate in Supply Chain Analytics Graduate Certificate in Decarbonisation Analytics 3+1+1 Educational Framework Master of Science (Industrial [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":337,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"site-sidebar-layout":"default","site-content-layout":"default","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"disabled","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}},"footnotes":""},"class_list":["post-341","page","type-page","status-publish","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/cde.nus.edu.sg\/isem\/wp-json\/wp\/v2\/pages\/341","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/cde.nus.edu.sg\/isem\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/cde.nus.edu.sg\/isem\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/cde.nus.edu.sg\/isem\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/cde.nus.edu.sg\/isem\/wp-json\/wp\/v2\/comments?post=341"}],"version-history":[{"count":6,"href":"https:\/\/cde.nus.edu.sg\/isem\/wp-json\/wp\/v2\/pages\/341\/revisions"}],"predecessor-version":[{"id":25183,"href":"https:\/\/cde.nus.edu.sg\/isem\/wp-json\/wp\/v2\/pages\/341\/revisions\/25183"}],"up":[{"embeddable":true,"href":"https:\/\/cde.nus.edu.sg\/isem\/wp-json\/wp\/v2\/pages\/337"}],"wp:attachment":[{"href":"https:\/\/cde.nus.edu.sg\/isem\/wp-json\/wp\/v2\/media?parent=341"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}