APPENDIX B
Elective Quantitative Methods Courses for the MAPSS QMSA Concentration
2022-2023
(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 40206 Healthcare Business Analytics
BUSN 41100 Applied Regression Analysis
BUSN 41201 Big Data
BUSN 41203 Financial Econometrics
BUSN 41204 Machine Learning
BUSN 41301 Statistical Insight into Marketing, Consulting, and Entrepreneurship
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
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 31130 Topics in Microeconometrics
ECMA 31320 Applications of Econometric and Data Science Methods
ECMA 31340 Big Data Tools in Economics
ECMA 31350 Machine Learning for Economists
ECON 31000 Empirical Analysis I
ECON 31100 Empirical Analysis II
ECON 31200 Empirical Analysis III
ECON 31703 Topics in Econometrics
ECON 31720 Applied Microeconometrics
ECON 31740/PPHA 48403 Optimization-Conscious Econometrics
ECON 31750 Topics on the Analysis of Randomized Experiments
ECON 31760 Topics in Modern Econometrics
ECON 33550 Spatial Economics
ECON 35003 Human Capital, Markets, and the Family
ECON 35550/PPHA 35561/ECMA 35550 The Practicalities of Running Randomized Control Trials
MACS 33002 Introduction to Machine Learning
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 32901/STAT 35201 Introduction to Clinical Trials
PBHS 33300/STAT 36900 Applied Longitudinal Data Analysis
PBHS 33500/STAT 35800/CHDV 32702 Statistical Applications
PBHS 34500 Machine Learning
PBHS 43010/STAT 35920 Applied Bayesian Modeling and Inference
PLSC 30600 Causal Inference
PLSC 40502 Data Analysis with Statistical Models
PLSC 43100 Maximum Likelihood
PLSC 57200/SOCI 50096 Network Analysis
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 41800/PSYC 47500 Survey Questionnaire Design
PPHA 42000 Applied Econometrics I
PPHA 42100 Applied Econometrics II
PPHA 42200 Applied Econometrics III
PPHA 44900 Social Experiments Design and Generalization
SOCI 30005 Statistical Methods of Research 2
SOCI 30112 Applications of Hierarchical Linear Models
SOCI 30253/MACS 54000 Introduction to Spatial Data Science
SOCI 40217/GEOG 40217/MACS 55000 Spatial Regression Analysis
SOCI 40242 Parametric and Semi-parametric Methods of Categorical Data 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 22400/PBHS 32400 Applied Regression Analysis
STAT 22600/PBHS 32600 Analysis of Categorical Data
STAT 22700/PBHS 32700 Biostatistical Methods
STAT 24300/30750 Numerical Linear Algebra
STAT 25300/31700 Introduction to Probability Models
STAT 26100/33600 Time Dependent Data
STAT 26300/35490 Introduction to Statistical Genetics
STAT 27400/37400 Nonparametric Inference
STAT 27420 Introduction to Causality with Machine Learning
STAT 27850/30850 Multiple Testing, Modern Inference, and Replicability
STAT 30100 Mathematical Statistics-1
STAT 30400 Distribution Theory
STAT 31150/CAAM 31150 Inverse Problems and Data Assimilation
STAT 31200 Introduction to Stochastic Processes I
STAT 33100 Sample Surveys
STAT 33910/FINM 33170 Financial Statistics: Time Series, Forecasting, Mean Reversion, and High Frequency Data
STAT 34300 Applied Linear Statistical Methods
STAT 34700 Generalized Linear Models
STAT 35450/HGEN 48600 Fundamentals of Computational Biology: Models and Inference
STAT 37710 Machine Learning