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drlate
Doubly Robust Estimation of Local Average Treatment Effects
View on CRAN: Click
here
Download and install drlate package within the R console
Install from CRAN:
install.packages("drlate")
Install from Github:
library("remotes")
install_github("cran/drlate") Install by package version:
library("remotes")
install_version("drlate", "0.3.1") Attach the package and use:
library("drlate")
Maintained by
Kailas Venkitasubramanian
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2026-06-24
Latest Update: 2026-06-24
Description:
Estimates the local average treatment effect (LATE) and the local average treatment effect on the treated (LATT) using observational data with a binary instrument, implementing the complete estimator suite of Sloczynski, Uysal, and Wooldridge: the doubly robust estimators of Sloczynski, Uysal, and Wooldridge (2022) <doi:10.48550/arXiv.2208.01300> – inverse probability weighted regression adjustment (IPWRA), inverse probability weighting (IPW), augmented inverse probability weighting (AIPW), and regression adjustment (RA) – and the Abadie-kappa weighting estimators of Sloczynski, Uysal, and Wooldridge (2025) <doi:10.1080/07350015.2024.2332763>. Supports linear, logistic, probit, Poisson, and fractional (fractional-logit and fractional-probit) outcome and treatment models, and instrument propensity scores estimated by maximum likelihood, covariate balancing (CBPS), or inverse probability tilting (IPT). Standard errors are computed jointly for all estimation stages by stacking the moment conditions of every model into a single M-estimation system; weak-instrument-robust Fieller confidence sets, cluster-aware bootstrap inference, design diagnostics, and a doubly robust Hausman-type test of unconfoundedness are included. Estimates and standard errors are validated against the authors' Stata commands 'drlate' (Statistical Software Components S459708) and 'kappalate' (S459257).
How to cite:
Kailas Venkitasubramanian (2026). drlate: Doubly Robust Estimation of Local Average Treatment Effects. R package version 0.3.1, https://cran.r-project.org/web/packages/drlate. Accessed 08 Oct. 2026.
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