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Experiences and Lessons Learned from UNC Wilmington
Barry Wray and Stephen Hill 2017 DSI Annual Meeting Washington D.C. November 18th 8:00 am – 9:30 am
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Background Fall 2017 Conversion of Operations Management Concentration to Business Analytics (BAN) and Supply Chain Management (SCM)
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Sequence of Courses (OPS)
Business Analytics Supply Chain Purchasing + 3 Electives
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Sequence of Courses (BAN)
Business Analytics Big Data Analytics Advanced Statistics Database + 3 Electives
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Prescriptive Analytics
Sequence of Courses Advanced Statistics Business Analytics Prescriptive Analytics Simulation Optimization Predictive Analytics Healthcare Analytics Big Data Analytics Database
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BAN Core Classes Business analytics Excel-Based
Statistics Review and Overview of Descriptive, Predictive, and Prescriptive Analytics Advanced Statistics Excel and Other Software Tools (Tableau, JMP, etc.) Review of Basic Stats with an emphasis on Parameter Estimation Type I and II Errors, Power and Confidence Hypothesis Testing – Understanding P-Values ANOVA Appropriate Statistical Tools for Qualitative verses Quantitative Data Data Collection, Cleaning, and Visualization
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BAN Core Classes Predictive Analytics R Based Correlation
Regression (SLR, MLR, Logit) Classification and Regression Trees Neural Networks Supervised vs. Unsupervised Learning Prescriptive Analytics Excel and Other Tools (AMPL, ExtendSim, etc.) Linear Programming Integer/Binary Programming Nonlinear Programming
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Challenges/Lessons Learned
Ensure Adequate Coverage of Necessary Topics Topic/Tool Coordination Between Courses Minimize Prerequisite “Chains” Lessons learned “If You Build It, They Will Come” Be Prepared to Change Be Aware of Potential Push-Back
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