دانلود کتاب Causal Inference: The Mixtape

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Introduction
Giving it away
How I got here
Optimization Makes Everything Endogeneous
Example: Identifying price elasticity of demand
Probability theory and statistics review
Properties of Regression
Directed acyclical graphs
Introduction to DAG notation
Potential outcomes causal model
Matching and subclassification
Subclassification
Exact matching
Approximate matching
Estimation using propensity score matching
Regression discontinuity
Regression Kink Design
Instrumental variables
History of Instrumental Variables: Father and Son
Natural Experiments and the King of the North
Instrumental variables DAG
Homogenous treatment effects and 2SLS
Example 1: Meth and Foster Care
Example 2: Compulsory Schooling and Weak Instruments
Heterogenous treatment effects
Stata exercise #1: College in the county
Stata exercise #2: Fulton fish markets
Panel data
Introduction
DAG Example
Estimation
Example: Returns to Marriage and Unobserved Heterogeneity
Stata example: Survey of Adult Service Providers
Differences-in-differences
Introduction
Background
Stata exercise: Abortion legalization and longrun gonorrhea incidence
Synthetic control
Cuba, Miami and the Mariel Boatlift
Stata exercise: Prison construction and Black male incarceration
Conclusion
Bibliography