Fall 2025 - MFIN 290 Programming and Data Analysis for Business
Week 1 - Introduction to Python: Basic Commands in Python, Data Types and Structures, Lists, Dictionaries, Methods, Conditions and If-else statements, Iterations--for and while loops
Week 2 - Introduction to Numpy: Arrays and Matrices, Slicing, Numeric Functions; Introduction to Pandas: Series Objects, Dataframes
Week 3 - Reading and Filtering Data, Missing Data, Grouping, Stacking, and Merging, Folders and Functions
Week 4 - Preparing, Cleaning, and Analyzing Data (Part 1): Importing/Exporting Files, Creating Variables/Lagged
Variables/Indicator Variables, Missing Values, and Outliers.
Week 5 - Preparing, Cleaning, and Analyzing Data (Part 2): Simple Merging, Complex Merging, Adjusting Dates,
Computing Stock Returns and Forming Portfolios, Regression in Python.
Week 7 - Introduction to Web Scraping: Yahoo Finance Project.
Week 8 - Web Scraping Applications, Programming using AI Tools
Week 9 - Logistic Regression, Introduction to Machine Learning: Random Forest Classification, Random Forest Regression, Neural Networks Classification
Week 10 - Machine Learning with Textual Data, Introduction to Latent Dirichlet Allocation (Time Permitting)
Summer 2021, 2022, 2023, 2024, 2025 - Econ 122A/B Applied Econometrics I, II
Stata data file available upon request
Week 1 - Nonlinear Regressions, Interaction Terms
Empirical exercise-Wage discrimination R script-file, Stata-do-file1, Stata_do_file2
Week 2 - Internal and External Validity, Panel Data Analysis, Fixed Effects Regressions
Empirical exercise-Murder rate R script-file, Stata-do-file
Week 3 - Binary Dependent Variable Model: Probit and Logit
Empirical exercise-Marriage R script-file, Stata-do-file
Week 4 - Two-Stage Least Squares IV Regression
Empirical exercise-Marriage R script-file, Stata-do-file
Week 5 - Experiments and Quasi-experiments, Diff-in-diff
Empirical exercise-Injury R script-file, Stata-do-file
Spring 2024, Spring 2025 - Econ 100C Macroeconomics
Week 1-2 Handout - Static General Equilibrium Model of Factor Prices, Comparative Statics
Week 3 Handout - Quantity Theory of Money, Money Supply, Inflation
Interesting articles: What Does Money Velocity Tell Us about Low Inflation in the U.S.? (Low Inflation in 2014--so, a decade ago)
Savings are now more liquid and part of “M1 money”
Week 4 Handout - Money Demand, Fisher Rule, Cost of Inflation
Week 5 Handout - Solow Growth Model
Week 6 Handout (updated) - More on Solow Growth Model
Week 7 Handout - A Model of Employment Flows, DMP
Week 8 - Exam 2 Review
supplementary notes (from UW-Madison)
Week 9 Handout - A Model of Employment Flows, DMP continued