Elective Courses in Advanced Quantitative Methods

Elective Courses in Advanced Quantitative Methods

2018-2023

(Note: This list needs to be updated annually.)

BUSN 36906     Stochastic Processes
BUSN 37904     Advanced Quantitative Marketing
BUSN 37906     Applied Bayesian Econometrics
BUSN 37907     Behavioral Science Research Methods in Marketing
BUSN 40206     Healthcare Business Analytics
BUSN 41917     Causal Machine Learning
BUSN 41918     Data, Learning, and Algorithms
BUSN 41100     Applied Regression Analysis
BUSN 41201     Big Data
BUSN 41202     Analysis of Financial Time Series
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     Applied Econometrics
BUSN 41910/STAT 33500    Time Series Analysis for Forecasting and Model Building
BUSN 41912     Applied Multivariate Analysis
BUSN 41913     Bayesian Inference
BUSN 41914     Multivariate Time Series Analysis
BUSN 41916     Bayes, AI and Deep Learning

CAPP 30524      Machine Learning for Public Policy

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
CHDV 32411/CCTS 32411/PBPL 29411/PSYC 32411/SOCI 30318/STAT 33211 Mediation, Moderation, and Spillover Effects

ECMA 33220     Introduction to Advanced Macroeconomic Analysis
ECMA 33221     Intro to Advanced Macroeconomic Analysis II

ECON 31000     Empirical Analysis I
ECON 31100     Empirical Analysis II: Stochastic Processes and Time-Series Econometrics
ECON 31200     Empirical Analysis III
ECON 31703     Topics in Econometrics
ECON 31715     Econometrics with Partial Identification
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 31800     Advanced Econometrics
ECON 35003     Human Capital, Markets, and the Family
ECON 33550     Spatial Economics  
ECON 35550/PPHA 35561/ECMA 35550    The Practicalities of Running Randomized Control Trials

MACS 33002     Introduction to Machine Learning
MACS 40200     Structural Estimation
MACS 40101/SOCI 40248     Social Network Analysis
MACS 40800     Unsupervised Machine Learning
MACS 60000/SOCI 40133/CHDV 30510     Computational Content Analysis

MDEC/ISTP 42000 Topics in Data Analysis in Biomedical Research: Big Data

PBHS 30910 Epidemiology and Population Health
PBHS 31001/STAT 35700  Epidemiologic Methods
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 43100       Maximum Likelihood
PLSC 43200       Maximum Likelihood II
PLSC 57200       Network Analysis and Social Structure

PPHA 31300      Regression Analysis for Public Policy II
PPHA 34600      Program Evaluation
PPHA 41103      Political Economy III
PPHA 41300      Cost Benefit Analysis
PPHA 41400      Applied Regression Analysis
PPHA 41420      Multilevel Regression Modeling for Public Policy
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 42600      Survey Research Methods and Analysis

PSYC 31300      Experimental Design
PSYC 34410      Computational Approaches for Cognitive Neuroscience
PSYC 36210/CPNS 31000     Mathematical Methods for Biological Sciences I
PSYC 36211/CPNS 31100     Mathematical Methods for Biological Sciences II
PSYC 37900      Experimental Design and Statistical Modeling II
PSYC 43360      Computational Models of Cognition and Development

SOCI 30005       Statistical Methods of Research 2
SOCI 30111       Survey Analysis 1
SOCI 30112       Applications of Hierarchical Linear Models
SOCI 30118       Survey Research Overview
SOCI 30157       Mathematical Models
SOCI 30253/MACS 54000     Introduction to Spatial Data Science
SOCI 40103       Event History Analysis
SOCI 40202       Advanced Topics in Causal Inference
SOCI 40204       Categorical Data Analysis
SOCI 40212       Demographic Technique
SOCI 40217/GEOG 40217/MACS 55000     Spatial Regression Analysis
SOCI 40236/MACS 40236     Panel Data Spatial Econometrics
SOCI 40242       Parametric and Semi-parametric Methods of Categorical Data Analysis
SOCI 40258       Causal Mediation Analysis
SOCI 50123       Seminar: Elegant Models for Social Structure, Probability and Non-Probability Applications
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 22700/PBHS 32700     Biostatistical Methods
STAT 24300/30750    Numerical Linear Algebra
STAT 24620/32950    Multivariate Statistical Analysis: Applications and Techniques
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 27410      Introduction to Bayesian Data analysis
STAT 27420      Introduction to Causality with Machine Learning
STAT 27725      Machine Learning
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 30600      Advanced Statistical Inference 1
STAT 30800      Advanced Statistical Inference II
STAT 30810      High Dimensional Time Series Analysis
STAT 31140/CMSC 31140/CAAM 31140    Computational Imaging: Theory and Methods
STAT 31150/CAAM 31150   Inverse Problems and Data Assimilation
STAT 31200      Introduction to Stochastic Processes I
STAT 31511      Monte Carlo Simulation
STAT 31550      Uncertainty Quantification 
STAT 32940/FINM 33180/CAAM 32940     Multivariate Data Analysis via Matrix Decompositions
STAT 33100      Sample Surveys
STAT 33910/FINM 33170     Financial Statistics: Time Series, Forecasting, Mean Reversion, and High Frequency Data
STAT 34300      Applied Linear Stat Methods
STAT 34500      Design and Analysis of Experiments
STAT 34700      Generalized Linear Models
STAT 34800      Modern Methods in Applied Statistics
STAT 35450/HGEN 48600    Fundamentals of Computational Biology: Models and Inference
STAT 35460/HGEN 48800    Fundamentals of Computational Biology: Algorithms and Applications
STAT 35920      Applied Bayesian Modeling and Inference
STAT 36900/PBHS 33300     Applied Longitudinal Data Analysis
STAT 37601/CMSC 25025    Machine Learning and Large-Scale Data Analysis
STAT 37710      Machine Learning
STAT 37790/CMSC 35425    Topics in Statistical Machine Learning
STAT 37791   Topics in Machine Learning
STAT 37792   Topics in Deep Learning: Generative Models

Note: This list of courses is updated regularly. Courses that are not included in this list generally do not count toward the Certificate requirement. For such a course to be considered, the instructor must file a petition, which will be reviewed and decided upon by the curriculum subcommittee of the Quantitative Methods Committee on a quarterly basis.