QMSA Elective Methods Courses
APPENDIX B
Elective Quantitative Methods Courses for the MAPSS QMSA Concentration
2023-2024
(Note: This list needs to be updated quarterly.)
BUSN 36906 Stochastic Processes
BUSN 37103 Data Driven Marketing
BUSN 37105 Data Science for Marketing Decision Making
BUSN 37107 Experimental Market
BUSN 37906 Applied Bayesian Econometrics
BUSN 37907 Behavioral Science Research Methods in Marketing
BUSN 40206 Healthcare Business Analytics
BUSN 40721 Healthcare Analytics Lab
BUSN 41100 Applied Regression Analysis
BUSN 41201 Big Data
BUSN 41203 Financial Econometrics
BUSN 41204 Machine Learning
BUSN 41305 Statistical Insight into Entrepreneurial Quantitative Consulting with Wide Business Applications
BUSN 41600/ECPN 51400 Econometrics and Statistics Colloquium
BUSN 41903/STAT 32400 Applied Econometrics
BUSN 41910/STAT 33500 Time Series Analysis for Forecasting and Model Building
BUSN 41916 Bayes, AI and Deep Learning
BUSN 41917 Causal Machine Learning
CCTS 40500/CCTS 20500/BIOS 29208 Machine Learning & Advanced Data Analytics in Science
CHDV 30102/MACS 50100/PBHS 43201/SOCI 30315/STAT 31900 Introduction to Causal Inference
ECMA 31000 Introduction to Empirical Analysis
ECMA 31100 Introduction to Empirical Analysis II
ECMA 31350 Machine Learning for Economists
ECMA 31360 Causal Inference
ECON 31000 Empirical Analysis I
ECON 31100 Empirical Analysis II
ECON 31200 Empirical Analysis III
ECON 31720 Applied Microeconometrics
ECON 31740/PPHA 48403 Optimization-Conscious Econometrics
ECON 33550 Spatial Economics
ECON 35550/PPHA 35561/ECMA 35550 The Practicalities of Running Randomized Control Trials
MACS 33002 Introduction to Machine Learning
MACS 40101/SOCI 40248 Social Network Analysis
MACS 60000/SOCI 40133/CHDV 30510 Computational Content Analysis
MAPS 30289 Intermediate Regression and Data Science
MAPS 31755 Longitudinal Research
PBHS 30910/ STAT 22810/ENST 27400/ HLTH 20910/PPHA 36410 Epidemiology and Population Health
PBHS 31001/STAT 35700 Epidemiologic Methods
PBHS 32410/STAT 22401 Regression Analysis for Health and Social Research
PBHS 32700/STAT 22700 Biostatistical Methods
PBHS 32901/STAT 35201 Introduction to Clinical Trials
PBHS 33300/STAT 36900 Applied Longitudinal Data Analysis
PBHS 33400/CHDV 32401 Multilevel Modeling
PBHS 33500/STAT 35800/CHDV 32702 Statistical Applications
PBHS 34500 Machine Learning
PBHS 40500 Advanced Epidemiologic Methods
PBHS 43010/STAT 35920 Applied Bayesian Modeling and Inference
PLSC 30600 Causal Inference
PLSC 40502 Data Analysis with Statistical Models
PLSC 40601 Advanced Topics in Causal Inference
PLSC 57200/SOCI 50096 Network Analysis
PPHA 30545/30546 Machine Learning
PPHA 31102 Statistical Data Analysis II
PPHA 31202 Advanced Statistics for Data Analysis I
PPHA 31302 Advanced Statistics for Data Analysis II
PPHA 34600 Program Evaluation
PPHA 41300 Cost Benefit Analysis
PPHA 41600 Survey Research Methodology
PPHA 41800/PSYC 47500 Survey Questionnaire Design
PPHA 42000 Applied Econometrics I
PPHA 42100 Applied Econometrics II
PPHA 42200 Applied Econometrics III
PPHA 44900 Methods of Data Collection: Social Experiments, Quasi-Experiments And Surveys
PSYC 37900 Experimental Design and Statistical Modeling II
SOCI 30005 Statistical Methods of Research 2
SOCI 30112 Applications of Hierarchical Linear Models
SOCI 30253/MACS 54000 Introduction to Spatial Data Science
SOCI 40103 Event History Analysis
SOCI 40258 Causal Mediation Analysis
SOCI 50132 Seminar: Causal Inference in Studies of Educational Interventions
SOSC 36008/CHDV 36008/EDSO 36008/PSYC 28926 Principles and Methods of Measurement
STAT 22200 Linear Models and Experimental Design
STAT 22400/PBHS 32400 Applied Regression Analysis
STAT 22600/PBHS 32600 Analysis of Categorical Data
STAT 24300/30750 Numerical Linear Algebra
STAT 24620/32950 Multivariate Statistical Analysis: Applications and Techniques
STAT 25300/31700 Introduction to Probability Models
STAT 27410 Introduction to Bayesian Data analysis
STAT 27850/30850 Multiple Testing, Modern Inference, and Replicability
STAT 27855 Hypothesis Testing with Empirical Bayes Methodology
STAT 30100 Mathematical Statistics-1
STAT 30200 Mathematical Statistics-2
STAT 30400 Distribution Theory
STAT 30810 High Dimensional Time Series Analysis
STAT 31150/CAAM 31150 Inverse Problems and Data Assimilation
STAT 31200 Introduction to Stochastic Processes I
STAT 31511 Monte Carlo Simulation
STAT 33100 Sample Surveys
STAT 33910/FINM 33170 Financial Statistics: Time Series, Forecasting, Mean Reversion, and High Frequency Data
STAT 34700 Generalized Linear Models
STAT 34800 Modern Methods in Applied Statistics
STAT 35460/HGEN 48800 Fundamentals of Computational Biology: Algorithms and Applications
STAT 37711 Machine Learning 1