Here are the lecture slides, R scripts, and data organized by module and unit. You can also find them on the first page ("Lecture Materials") of every unit.
Note that in certain units, we no longer have access to the data and script used in that lecture and apologize for the inconvenience.
Module 1
Introductory Lecture
Module 2
Fundamentals of Probability
Random Variables, Distributions and Joint Distributions
Gathering and Collecting Data
- Lecture Slides (Note: some of the links are no longer available. Please see the PDF for the most up to date links)
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R Script
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Other Materials
Module 3
Summarizing and Describing Data
- Lecture Slides
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R Script
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Datasets
Joint, Marginal, and Conditional Distributions
Module 4
Functions of Random Variables
Moments of a Distribution
- Lecture Slides (Note: this PDF also contains content for the optional unit Auctions)
Expectation, Variance, and an Introduction to Regression
Optional Unit: Auctions
- Lecture Slides (Note: this PDF also contains content for Moments of a Distribution)
Module 5
Special Distributions
- Lecture Slides
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R Scripts
- Datasets
The Sample Mean, Central Limit Theorem, and Estimation
- Lecture Slides
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Other materials
Module 6
Assessing and Deriving Estimators
Confidence Intervals, Hypothesis Testing, and Power Calculations
Module 7
Causality
Analyzing Randomized Experiments
(More) Explanatory Data Analysis: Nonparametric Comparisons and Regressions
- Lecture Slides
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R Scripts
- Datasets
- kevin_durant_shot_data.csv
- lebron_james_shot_data.csv
- steph_curry_shot_data.csv
- Unfortunately, the cps_wage_data.csv is not available. We apologize for the inconvenience.
Module 8
The Linear Model
The Multivariate Linear Model
Module 9
Practical Issues in Running Regressions
Omitted Variable Bias
Module 10
Endogeneity and Instrumental Variables
Experimental Design
Visualizing Data
- Lecture Slides Part One
- Lecture Slides Part Two
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Other materials