Matching Methods
Overview
1
Propensity Score Matching
1.1
Generate propensity score
1.2
Estimate the
\(ATE\)
and
\(ATT\)
without trimming
1.3
Trim the data
1.4
Check for balance again
1.5
Reestimate the
\(ATT\)
and
\(ATE\)
1.6
Recheck for balance
2
Inverse Probability Weights
2.1
Manual Calculate the
\(ATE\)
2.1.1
Calculate
\(E[Y^1]\)
and
\(E[Y^0]\)
2.1.2
Trim the data
2.2
Calculate
\(ATE\)
and
\(ATT\)
using
teffects
3
Doubly Robust Estimator
3.1
Calculate the
\(ATE\)
and
\(ATT\)
using Doubly Robust Estimator
References
Published with bookdown
Matching Methods
Matching Methods
John Doe
2026-02-24
Overview
Topics:
Propensity Score Matching
Inverse Probability Weights
Doubly Robust Estimator