STAT 451
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Schedule
Syllabus
Activities
Introductions and foundational ideas
Causal identification: building intuition
Causal graph fundamentals
Simulating data using causal graphs
Identifying causal effects with causal graphs
Testing causal graphs
Randomized experiments
Target trial framework
Matching (Part 1)
Matching (Part 2)
Weighting
Regression Discontinuity Designs
Event study/interrupted time series designs and synthetic control
Fixed effects models
Difference-in-differences
Sensitivity Analyses
Instrumental Variables
Assignments
Project
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Goals
Introductions and foundational ideas
Goals
Meet and get to know your peers
Gain an understanding of what this course is about
Reflect on intuitions about causation
Get acquainted with a framework for thinking about causal effects
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