Skip to contents

Estimation

Fit doubly robust LATE/LATT estimators.

drlate()
Doubly robust estimation of the LATE and LATT
drlate_compare()
Compare drlate estimators in one call

Diagnostics

Check overlap, balance, weights, and instrument strength.

plot(<drlate>)
Diagnostic plots for drlate fits
balance()
Covariate balance across instrument arms
balance_test()
Imai-Ratkovic covariate-balance test

Complier profiling

Characterize the complier subpopulation via Abadie’s kappa.

complier_means()
Complier covariate means
kappa_weights()
Abadie's kappa weights

Inference

Confidence intervals, including weak-instrument-robust sets.

confint(<drlate>)
Confidence intervals for drlate fits

Specification tests

dr_hausman()
Doubly robust Hausman test of unconfoundedness

Data

drlate_sim
Simulated example data for drlate

Package

drlate-package
drlate: Doubly Robust Estimation of Local Average Treatment Effects