Roadmap

Here you can find all the material you need for the class - the lecture slides, links to lab repos on Github, and readings for the week. The Syllabus is available viewed on this page and as a PDF file.


Material Slides Lab HW
Week 0 Getting Started
Week 1 Introduction. Visualizing Data
Week 2 Fundamentals of Probability
Week 3 Sampling and Statistical Inference
Linear Regression Material Slides Lab HW
Week 4 Basics & Hypothesis Testing
Week 5 Statistical Control & Causality
Week 6 Dummies and Interactions
Week 7 Interpreting Substantive Effects via the Simulation Method
Week 8 Diagnostics
Week 9 Midterm
Non-linear Probability Models Material Slides Lab HW
Week 10 The Likelihood Theory of Statistical Inference
Week 11 Binary Data
Week 12 Count Data
Week 13 Semester Wrap-up
Week 14 Data Essay Week



Legend
Colored icon indicates that the corresponding item is available and linked.
Greyed out icon indicates that the corresponding item will be available in the future.
No icons indicate the item does not apply, e.g., no homework/lecture in the corresponding week.