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 40206     Healthcare Business Analytics
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

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

ECON 31000     Empirical Analysis I
ECON 35550/PPHA 35561/ECMA 35550    The Practicalities of Running Randomized Control Trials

MACS 60000/SOCI 40133/CHDV 30510     Computational Content Analysis

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      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

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 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 24300/30750    Numerical Linear Algebra
STAT 27850/30850    Multiple Testing, Modern Inference, and Replicability
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 37711      Machine Learning 1