Table 7: Summary of degree requirements for Bachelor of Science (Business Analytics) Taught by faculty with expertise in both analytics and insights, MAI students can build on such knowledge to prepare for themselves a distinguished career in this important area in marketing. The discipline of business analytics (BA) enables companies and organisations to realise the full potential of data generated from various business processes, sources and devices, thus improving their speed and effectiveness in generating business insights and intelligence for optimal decision making purposes. For more than 50 years, NUS Business School has offered a rigorous, relevant and rewarding business education to outstanding students from across the world. 3  For students taking Second Major in Statistics, they can replace ST2334 with ST2131 to meet first major requirement. These schools have the top undergraduate business analytics concentrations. Note that the BT4101 project selection process takes place one semester ahead of the semester in which the students commence BT4101. The objectives for the Second Major in BZA are as follows: To provide a business analytics programme within NUS for non-computing students who are not studying business analytics and equivalent as the first major; • BT4222 Mining Web Data for Business Insights, Elective modules (select any 3 modules): Students may pursue either a double honours or a single honours programme. Eli Yi-liang Tung is a Lecturer in the Department of Analytics and Operations at National University of Singapore (NUS). School of Business Part III: Modules Students with CAP of 4.00 or higher may opt to replace IS4010 Industry Internship Programme by BT4101 B.Sc. CS2030 Programming Methodology I Sub • IS3240 Economics of E-Business The school is located at the flagship Mochtar Riady Building at the NUS Kent Ridge campus. 5 Students who are doing or contemplating to do minor/second major requiring ST3131 such as Statistics which has more than allowed overlap cannot double count ST3131 towards fulfilling the BSc (BA) programme elective requirement. with a major in Statistics (specialisation in Finance and Business Statistics) [160 MCs] B.Sc. In a recent report, Singapore continues to attract investments from top multi-national companies despite the pandemic. New to the curriculum are 3 specialisations – Business Analytics, Innovation & Entrepreneurship, and Business Economics. count TR3203 Start-up Case Study and Analysis (8 MCs) partially in lieu of BT4101 BSc Dissertation (8 out of 12 MCs). IS4250 Healthcare Analytics MKT1705X Principles of Marketing The Bachelor of Science (Business Analytics) degree programme is an inter-disciplinary undergraduate degree programme offered by the School of Computing with participation from the Business School, Faculty of Engineering, Faculty of Science, and Faculty of Arts and Social Sciences. Big data is now part of every industry sector and function of the global economy. 4 Faculty of Law 108 The emerging phenomena of Big Data – large pools of data sets that can be captured, communicated, aggregated, stored, and analyzed – has presented companies and organisations with trillions of bytes of information about their customers, suppliers, and operations. Faculty of Dentistry Currently, Eli is one of the core course instructors offering Python programming at NUS Business School. Students under the NUS co-operative education programme will need to take BT4011 Business Analytics Capstone Industry Project rather than BT4101. Compulsory modules (do all 3 modules): Founded in the same year that Singapore gained independence, NUS Business School stands today among the world’s leading business schools. BT4240 Machine Learning for Predictive Data Analytics For students taking the minor in Mathematics, they can replace ST2334 with ST2131 and take ST2132 as an unrestricted elective to meet first major requirement. 6 Students can choose to take on any current 12 MCs or more internship-related programmes within the School of Computing (e.g., CP3880 Advanced Technology Attachment Programme (ATAP)) and/or within NUS (e.g., TR3203 Start-up Internship Programme from the NUS Overseas College (NOC) programme in place of IS4010 Industry Internship Programme to satisfy the industry experience requirement. The Data Analytics and Consulting Centre is a consulting unit closely linked with the DSA programme. A team of four Master of Science in Business Analytics (MSBA) students and two undergraduate NUS Computing exchange students won the first runners up prize at the Chengdu 80 Financial Technology (FinTech) competition held from 28 October to 3 November in Chengdu, China. Students will need to complete the remaining 8MCs. Given below is a timeline of the school's history The Bachelor of Science (Business Analytics) degree programme is an inter-disciplinary undergraduate degree programme offered by the School of Computing with participation from the Business School, Faculty of Engineering, Faculty of Science, and Faculty of Arts and Social Sciences. School of Continuing and Lifelong Education, Bachelor of Technology (Business Analytics). Yale-NUS College 8 Choose 6 modules to make up 24 MCs from Lists A, B and C, with at least 2 modules each from Lists A and B. Programme Electives (PE) Faculty of Arts & Social Sciences The MCs for ST2132 come from Unrestricted Electives. 112 MCs) of the MC requirement for the degree programme may opt to replace the IS4010 Industry Internship Programme by BT4101 (12 MCs). • BT4222 Mining Web Data for Business Insights The Bachelor of Science (Business Analytics) degree programme is an inter-disciplinary undergraduate degree programme offered by the School of Computing with participation from the Business School, Faculty of Engineering, Faculty of Science, and Faculty of Arts and Social Sciences. count TR3202 Start-up Internship Programme (12 MCs) towards Industrial Experience Requirement (i.e. 4 Students are encouraged to take IE2110 should they wish to choose IE4210 as an elective module. 3  For students taking Second Major in Statistics, they can replace ST2334 with ST2131 to meet first major requirement. The James Dyson Award is an international design award that celebrates, encourages and inspires the next generation of design engineers. For students taking the Second Major in Mathematics, they can replace ST2334 with both ST2131 and ST2132 to meet first major requirement. BT4103 Business Analytics Capstone Project • BT4211 Data-Driven Marketing August). The Bachelor of Science (Business Analytics) degree programme is an inter-disciplinary undergraduate degree programme offered by the School of Computing with participation from the Business School, Faculty of Engineering, Faculty of Science, and Faculty of Arts and Social Sciences. IE3120 Manufacturing Logistics Students with CAP of 4.00 or higher after completing at least 70% (i.e. The Business Times China clampdown on Ant Group could distract it from overseas expansion Assoc Prof Lawrence Loh (Director, CGIO) discusses the implications of China’s scrutiny on its tech giants. Ping Shung was a guest lecturer at NUS Institute of Systems Science and previously held an adjunct position in School of Information Systems, Singapore Management University. The NUS BBA Our NUS Bachelor of Business Administration (BBA) is a pre-eminent leadership and management talent programme. DBA4811 Analytical Tools for Consulting An ability to function effectively in teams to accomplish a common goal. B.Sc. 160 Compulsory modules (do all 3 modules): PROGRAMME REQUIREMENTS Compulsory modules (do all 3 modules): AI and Machine Learning Begins With Me ; Analytics in Industry 4.0 Centre for English Language and Communication, S. Other Multidisciplinary/Special Programmes, Pre-University Students from Local Institutions, Graduate Continuation and Graduation Requirements, Non-Graduating Programme Application & Eligibility, Responsibility for Notices/Circulars and Updates of Personal Particulars, Notes on Leave Matters for Research Scholars (RS), Open Researcher and Contributor ID (ORCID), Social Visit Pass for Spouse and Child of Full-Time Graduate Research Students, Important Information to Note Upon Cessation of Studies at NUS, Satisfactory / Unsatisfactory (S/U) Option, School of Continuing and Lifelong Education, NUS Graduate School for Integrative Sciences and Engineering, Centre for English Language and Communication, Other Multidisciplinary/ Special Programmes, BT1101 Introduction to Business Analytics, MA1521 Calculus for Computing, or MA1102R Calculus, IS2101 Business and Technical Communication, BT3102 Computational Methods for Business Analytics, BT3103 Application Systems Development for Business Analytics, IS3103 Information Systems Leadership and Communication, BT4103 Business Analytics Capstone Project, BT4101 BSc Dissertation or IS4010 Industry Internship Programme, To understand the conceptual and methodological foundations of analytical methods and techniques for business analytics, as referenced from disciplines such as computing, engineering, science, mathematics, statistics, business and economics, To appreciate and understand current business analytics problems in the industry worldwide and be able to identify and resolve practically relevant business analytics questions and issues, To apply appropriate analytic tools and techniques to resolve complex business analytics problems in various industry sectors and domains, To cultivate the practices of independent and group learning on the part of students that will prepare them to function effectively for diverse careers in business analytics. List A (Functional): BT4016 Risk Analytics for Financial Services Teaching Institutions MA1521 Calculus for Computing, or MA1102R Calculus2 BT4015 Geospatial Analytics 112 MCs) of the MC requirement for the degree programme may opt to replace the IS4010 Industry Internship Programme by BT4101 (12 MCs). For students taking the minor in Mathematics, they can replace ST2334 with ST2131 and take ST2132 as an unrestricted elective to meet first major requirement. • BT4212 Search Engine Optimization and Analytics AY2017/18 An NUS education provides a strong technical foundation across all areas of computing, meaning that your Business Analytics training will be bolstered by strong general computer skills. IS3261 Mobile Solutions Design and Development This is a four-year direct honours programme which offers a common two-year broad-based inter-disciplinary curriculum where all students will read modules in Mathematics, Statistics, Economics, Accounting, Marketing, Dec… BT3102 Computational Methods for Business Analytics There is only one intake per academic year in Semester 1 (i.e. • BT4012 Fraud Analytics All modules are 4MCs, except when otherwise stated. In sum, these elective modules span the most exciting and challenging areas of business analytics practice in the industry today. Note: 20 MCs will normally be given as Advanced Placement Credits to holders of diploma or higher qualifications. Students with CAP of 4.00 or higher after completing at least 70% (i.e. AY2015/16. • IS4228 Information Technologies in Financial Services, Elective modules (select any 3 modules): It is replaced by USP Foundation module of Writing and Critical Thinking. • IS4241 Social Media Network Analysis Objectives. Please refer to Section 3.2.1. IS3221 Enterprise Resource Planning Systems count TR3203 Start-up Case Study and Analysis (8 MCs) partially in lieu of BT4101 BSc Dissertation (8 out of 12 MCs). An understanding of professional, ethical, legal, security, and social issues and responsibilities of analytics professionals. A. count TR3202 Start-up Internship Programme (12 MCs) towards Industrial Experience Requirement (i.e. University Scholars Seminar). 2  Students are encouraged to take these MA module options should they wish to pursue a more rigorous treatment of the subject topics covered. • IS4228 Information Technologies in Financial Services • IS3240 Economics of E-Business Functional elective modules span business functions or sectors of marketing, retailing, logistics, healthcare, etc. Programme Introduction 1  Students have done EC1101E Introduction to Economic Analysis can use it to replace EC1301. MA1311   Matrix Algebra; or CP3209 is an independent study module (ISM) which will be counted as 2 USP Inquiry modules in the Sciences and Technologies domain. Students who attended NOC programme may: They will read the remaining USP requirements under Unrestricted Electives. For the double degree NUS MSc in Marketing Analytics and Insights + CEMS MIM programme: A good undergraduate degree in business or a business-related discipline. Methodological elective modules include those related to big data techniques, statistics, text mining, data mining, social network analysis, econometrics, forecasting, operations research, etc. Students who aim for Honours (Highest Distinction) must pass the BT4101. BT4014 Analytics Driven Design of Adaptive Systems The remaining 16 MCs in ULR are replaced by the 3 USP Inquiry Modules and 1 USP Foundation module ( i.e. BT4012 Fraud Analytics IS4010 Industry Internship Programme). 1. 4 From beginner courses that introduce basic concepts to more technical programming and visualisation techniques, you will acquire data analytics skills and learn the real-life applications of data science. Passionate about learning new things and gaining new experiences. • BT4014 Analytics Driven Design of Adaptive Systems Duke-NUS Medical School ST3131 Regression Analysis 5  4 It is increasingly the case that modern economic activity, innovation, and growth have to take place with data and the related analytic processes, methods and outputs. University Scholars Seminar). Dissertation. NUS Business School was established in 2002, although its history dates back to 1961, when Business Administration was first taught as a subject in the Department of Economics in NUS. AY2018/19 Business analytics explores how to use data to help organizations make better decisions. 4 The style is exactly the same with 15 weeks of lessons and a recess week in the middle of the term. Faculty of Science IS3103 Information Systems Leadership and Communication The Bachelor of Science (Business Analytics) degree programme is an inter-disciplinary undergraduate degree programme offered by the School of Computing with participation from the Business School, Faculty of Engineering, Faculty of Science, and Faculty of Arts and Social Sciences. IS4241 Social Media Network Analysis NUS Business Analytics Centre (BAC) NUS BAC offers the Master of Science in Business Analytics programme, develops business analytics professionals and collaborate with industry partners to meet the needs of companies across various industries actively seeking for talent who excel in … Elective modules (select any 3 modules): The number of Modular Credits (MC) of a module is denoted by the number in the bracket. Under the new Bachelor of Business Administration (BBA) 2017 programme, students are enrolled directly into an Honours programme. The current dean is Professor Andrew Rose. I am most comfortable with SMU MITB style of teaching as I was formerly an undergraduate student in SMU. BT4212 Search Engine Optimization and Analytics Administrative Policies / Procedures Thus the students can tentatively select BT4101 projects; but the condition “CAP of 4.00 or higher after completing at least 70% (112 MCs) of the MC requirement for the degree programme” must be satisfied before they can commence BT4101 in lieu of IS4010. BSE4711 Econometrics for Business II They will read the remaining USP requirements under Unrestricted Electives. They will read GER1000 Quantitative Reasoning (4 MCs) as compulsory module for the University Level Requirements (ULR). Bachelor of Science in Business Analytics, D. School of Continuing and Lifelong Education, H. NUS Graduate School for Integrative Sciences and Engineering, 1. Modules marked with (^) are for students who are able to attend day classes for General Education modules only. Students may be admitted to the DDP in one of the following ways, if they meet the requirements of both the NUS School of Computing (SOC) and NUS Business School (BIZ): from AY2020/2021 Semester 1 admission onwards. They will read  CP3209 Undergraduate Research Project in Computing (8 MCs) in place of the Business Analytics Capstone Project module (BT4103) in the Core modules requirement. To appreciate and understand current business analytics problems in the industry worldwide and be able to identify and resolve practically relevant business analytics questions and issues University Scholars Programme (Business Analytics) In sum, these elective modules span the most exciting and challenging areas of business analytics practice in the industry today. NUS Mods Modules marked with an asterisk (*) are modules stretching over more than one semester and the total number of MCs will only be given upon completion of the module. DBA3712 Dynamic Pricing and Revenue Management BT1101 Introduction to Business Analytics BT4014 Analytics Driven Design of Adaptive Systems with a major in Data Science and Analytics [160 MCs] Second Major in Statistics [48 MCs] Second Major in Data Analytics [48 MCs] Minor in Statistics [24MCs] For students matriculated in AY2014/15, AY2014/15 and AY2015/16: The NUS degree programme in Data Science and Analytics will equip you with the necessary analytical and communication skills to gain a competitive edge in this rapidly growing field. Students in the University Scholars Programme (USP) who choose the Bachelor of Science (Business Analytics) degree programme will do so with the following variations: Modules Penultimate NUS Undergraduate with a double major in Business Analytics and Finance.  All modules are 4 MCs. IS4228 Information Technologies in Financial Services BT2102 Data Management and Visualisation Students who aim for Honours (Highest Distinction) must pass the BT4101. Learning objectives of the Bachelor of Science (Business Analytics) degree programme are: Part II: Programmes It's open to current and recent design engineering students, and is run by the James Dyson Foundation, James Dyson’s charitable trust, as part of its mission to get young people excited about design engineering. Faculty of Engineering Either History. ST4245 Statistical Methods for Finance BT2101 Decision Making Methods and Tools Saw Swee Hock School of Public Health 3. 5 of 6 modules must be at level-4000. BT4221 Big Data Techniques and Technologies D. School of Continuing and Lifelong Education, H. NUS Graduate School for Integrative Sciences and Engineering, 1. 4 It is replaced by USP Foundation module of Writing and Critical Thinking. Yong Siew Toh Conservatory of Music Accordingly, a Business Analytics degree from NUS will provide you with the skills and expertise needed to build a career in today's fastest-growing and most exciting profession. We are taught how to wrangle with big data, develop machine learning models, and then translate them into powerful business insights. totals IS4010 Industry Internship Programme). Big data is now part of every industry sector and function of the global economy. (Hons.) 4 Students are encouraged to take IE2110 should they wish to choose IE4210 as an elective module. – Not all electives modules may be offered in any semester/year. They will read GER1000 Quantitative Reasoning (4 MCs) as compulsory module for the University Level Requirements (ULR). MKT4812 Marketing Analytics • IS4234 Compliance and Regulation Technology 2. The National University of Singapore Business Analytics Centre (NUS BAC) is located in Singapore, the regional hub and a perfect stepping stone to Asia. Millions of networked sensors are also embedded in various devices such as mobile phones and tablet computers to sense, create, and communicate data. He is an enthusiastic teacher to advocate the use of Business Analytics in undergraduate business teaching. IS3221 Enterprise Resource Planning Systems MA1101R Linear Algebra I2 NUS Graduate School for Integrative Sciences and Engineering BT4222 Mining Web Data for Business Insights List C (Technology Implementation) A team of four Master of Science in Business Analytics (MSBA) students and two undergraduate NUS Computing exchange students won the first runners up prize at the Chengdu 80 Financial Technology (FinTech) competition held from 28 October to 3 November in Chengdu, China. A good undergraduate degree in any discipline. Objective 1  Students have done EC1101E Introduction to Economic Analysis can use it to replace EC1301. The number of Modular Credits (MC) of a module is denoted by the number in the bracket. EC1301 Principles of Economics1 IE4210 Operations Research II NUS SCALE Data Analytics Courses. • BT4016 Risk Analytics for Financial Services Methodological elective modules include those related to big data techniques, statistics, text mining, data mining, social network analysis, econometrics, forecasting, operations research, etc. The remaining 16 MCs in ULR are replaced by the 3 USP Inquiry Modules and 1 USP Foundation module ( i.e. BT4211 Data-Driven Marketing Asking Questions (module with prefix GEQ), Quantitative Reasoning (module with prefix GER), Singapore Studies (module with prefix GES), Thinking and Expression (module with prefix GET), TIC1001 Introduction to Computing and Programming I, TIC1002 Introduction to Computing and Programming II, TIC1101 Professional, Ethical and Social Issues in Computing, TIC2901 Communication for Computing Professionals, TBA2101 Building an Analytics Organisation, TBA2102 Introduction to Business Analytics, TIC4902 Capstone Computing Project (12MCs). They will read  CP3209 Undergraduate Research Project in Computing (8 MCs) in place of the Business Analytics Capstone Project module (BT4103) in the Core modules requirement. Activity Thus the students can tentatively select BT4101 projects; but the condition “CAP of 4.00 or higher after completing at least 70% (112 MCs) of the MC requirement for the degree programme” must be satisfied before they can commence BT4101 in lieu of IS4010. They will not be required to read IS2101 Business and Technical Communication in the Core modules requirement. The discipline of business analytics (BA) enables companies and organisations to realise the full potential of data generated from various business processes, sources and devices, thus improving their speed and effectiveness in generating business insights and intelligence for optimal decision making purposes. IS4241 Social Media Network Analysis • BT4012 Fraud Analytics – At least 3 out of 5 modules must be at level 4000. count TR3201 Entrepreneurship Practicum (8 MCs) partially in lieu BT4101 BSc Dissertation (4 out of 12 MCs) and replace one Business Analytics programme elective at level-3000 (4 MCs). Dissertation. • BT4211 Data-Driven Marketing 5 Students who are doing or contemplating to do minor/second major requiring ST3131 such as Statistics which has more than allowed overlap cannot double count ST3131 towards fulfilling the BSc (BA) programme elective requirement. Our Marketing Analytics & Insights (MAI) programme is designed to be relevant to the world of big data and analytics. This is a four-year direct honours programme which offers a common two-year broad-based inter-disciplinary curriculum where all students will read modules in Mathematics, Statistics, Economics, Accounting, Marketing, Dec… Centre for English Language and Communication, S. Other Multidisciplinary/Special Programmes, Pre-University Students from Local Institutions, Graduate Continuation and Graduation Requirements, Non-Graduating Programme Application & Eligibility, Responsibility for Notices/Circulars and Updates of Personal Particulars, Notes on Leave Matters for Research Scholars (RS), Open Researcher and Contributor ID (ORCID), Social Visit Pass for Spouse and Child of Full-Time Graduate Research Students, Important Information to Note Upon Cessation of Studies at NUS, Satisfactory / Unsatisfactory (S/U) Option, NUS Graduate School for Integrative Sciences and Engineering, Centre for English Language and Communication, Other Multidisciplinary/ Special Programmes, TIC1001 Introduction to Computing and Programming I (4)                        TIC1101 Professional, Ethical and Social Issues in Computing (4), TBA2102 Introduction to Business Analytics (4), TIC2001 Data Structures and Algorithms (4), TBA2105 Web Mining (4)                                                                                      TBA3241 Social Media Analytics (4). 2: English Language Requirement. • BT4221 Big Data Techniques and Technologies NUS Bachelor of Technology in Computing. BT4101 BSc Dissertation or IS4010 Industry Internship Programme 6 Academic Calendar In the case of single honours requirements (i.e., Honours in Business Analytics discipline and bachelor without honours in Economics discipline), the course structure is designed for students to complete in 4.5 years with a total of 180 Modular Credits (MCs). Students in their third and fourth years of study may choose elective modules from two lists of either functional or methodological elective modules. AY2016/17 University Scholars Programme For students who are admitted into BBA or BSc Business Analytics programme from AY2019/2020 onwards. 4 Grand Total ST2334 Probability and Statistics 3 This is a four-year direct honours programme which offers a common two-year broad-based inter-disciplinary curriculum where all students will read modules in Mathematics, Statistics, Economics, Accounting, Marketing, Decision Science, Industrial and Systems Engineering, Computer Science and Information Systems. This course prepares students with fundamental theory and basic instruments to capture business insights from data and thus make good managerial decisions. The MCs for ST2132 come from Unrestricted Electives. MCs Business Analytics (BA) and Operations & Supply Chain Management (OSCM) are Specialisations in the BBA and BBA (Accountancy), facebook.com/NUSBBA/ — Asia’s foremost undergrad managerial leadership development program that attracts top students from the world over. BT3103 Application Systems Development for Business Analytics Satisfy any other additional requirements that may be prescribed by SCALE, the School of Computing, or the University. • IS4302 Blockchain and Distributed Ledger TechnologiesTo be awarded the Marketing Analytics Specialisation, students must satisfy the followings: • BT4221 Big Data Techniques and Technologies IS3240 Digital Platform Strategy and Architecture They will not be required to read IS2101 Business and Technical Communication in the Core modules requirement. UNRESTRICTED ELECTIVES 4 Students under the NUS co-operative education programme will need to take BT4011 Business Analytics Capstone Industry Project rather than BT4101. Good TOEFL or IELTS scores if English is not the mother tongue or medium of prior undergraduate instruction. 24 To understand the conceptual and methodological foundations of analytical methods and techniques for business analytics, as referenced from disciplines such as computing, engineering, science, mathematics, statistics, business and economics School of Continuing and Lifelong Education Option 1: The NUS Bachelor of Technology (BTech) programme is specially designed for polytechnic graduates working in the industry and taught by highly-qualified faculty members in advanced teaching facilities at NUS. 20 Specialisations:To be awarded the Financial Analytics Specialisation, students must satisfy the followings: CS3244 Machine Learning CP3209 is an independent study module (ISM) which will be counted as 2 USP Inquiry modules in the Sciences and Technologies domain. • BT4015 Geospatial Analytics CS1010S Programming Methodology Business Analytics is the perfect degree for anyone interested in Statistics, Business, Computing, and of course, using data to create change. • BT4016 Risk Analytics for Financial Services 4 4 Students in their third and fourth years of study may choose elective modules from two lists of either functional or methodological elective modules. Data Analytics Basic Courses . Yong Loo Lin School of Medicine This is a four-year direct honours programme which offers a common two-year broad-based inter-disciplinary curriculum where all students will read modules in Mathematics, Statistics, Economics, Accounting, Marketing, Decision Science, Industrial and Systems Engineering, Computer Science and Information Systems. 4 Academic Information / Policies 4 The fintech design and development competition was organised as part of the annual conference jointly hosted by the Southwestern University of Finance … IS4302 Blockchain and Distributed Ledger Technologies Core Modules Functional elective modules span business functions or sectors of marketing, retailing, logistics, healthcare, etc. IS2101 Business and Technical Communication Note that the BT4101 project selection process takes place one semester ahead of the semester in which the students commence BT4101. 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