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Demonstration of how to use interaction terms in regression to calculate a Demonstration of how to load and clean some data for Demonstration of how to create a new RStudio project and get ready to analyze data Download the data and see the polished ... Demonstration of how to calculate average before/after treatment/control values and then calculate the Demonstration of how to run regression models with R Download the data and see the polished code at ... Discussion of statistical significance and p-values using simulated null worlds Access the slides and other materials at the course ...

Demonstration of how to create and analyze DAGs with R and the {ggdag} package See polished code and more details at ... Introduction to the class lecture on instrumental variables for causal inference. Access the slides, code, and other materials at the ... Discussion of what makes something a quasi-experiment + overview of three common types: Demonstration of how to run two-stage least squares (2SLS) regression with multiple instruments, using real data (wages ... Discussion and demonstration of how the potential outcomes framework works and how it connects to DAGs Access the slides ... Demonstration of how to plot a discontinuity in an outcome based on a running variable and a cutpoint Download the data and ...

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Famous PMAP 8521 • Example: Diff-in-diff with R: 5: Diff-in-diff with regression Profile
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PMAP 8521 • Example: Diff-in-diff with R: 2: Load and clean data Profile
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PMAP 8521 • Example: Diff-in-diff with R: 1: Getting started
PMAP 8521 • Example: Diff-in-diff with R: 4: Diff-in-diff manually
PMAP 8521 • Example: Regression with R
PMAP 8521 • (2) Regression and inference: (3) Null worlds and statistical significance
PMAP 8521 • Example: DAGs with R and ggdag
PMAP 8521 • Instrumental variables 1: Introduction
PMAP 8521 • (8/9) Difference-in-differences I & II: (1) Quasi-experiments
PMAP 8521 • (8/9) Difference-in-differences I & II: (0) Introduction
PMAP 8521 • (8/9) Difference-in-differences I & II: (4) Diff-in-diff assumptions
PMAP 8521 • (8/9) Difference-in-differences I & II: (3) Two wrongs make a right
PMAP 8521 • Example: Instrumental variables with R: 6: 2SLS (real data)
PMAP 8521 • (5) DAGs and potential outcomes: (2) Potential outcomes

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Last Updated: June 7, 2026

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PMAP 8521 • Example: Diff-in-diff with R: 3: Exploratory data analysis Net Worth
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PMAP 8521 • Example: Diff-in-diff with R: 5: Diff-in-diff with regression
PMAP 8521 • Example: Diff-in-diff with R: 2: Load and clean data
PMAP 8521 • Example: Diff-in-diff with R: 3: Exploratory data analysis
PMAP 8521 • Example: Diff-in-diff with R: 1: Getting started
PMAP 8521 • Example: Diff-in-diff with R: 4: Diff-in-diff manually
PMAP 8521 • Example: Regression with R
PMAP 8521 • (2) Regression and inference: (3) Null worlds and statistical significance
PMAP 8521 • Example: DAGs with R and ggdag