Package: drlate
Type: Package
Title: Doubly Robust Estimation of Local Average Treatment Effects
Version: 0.3.1
Authors@R: c(
    person("Kailas", "Venkitasubramanian", email = "kailasv@gmail.com",
           role = c("aut", "cre")),
    person("S. Derya", "Uysal", role = c("ctb", "cph"),
           comment = "Author of the original Stata package 'drlate'"),
    person("Tymon", "Sloczynski", role = c("ctb", "cph"),
           comment = "Author of the original Stata package 'drlate'"),
    person("Jeffrey M.", "Wooldridge", role = c("ctb", "cph"),
           comment = "Author of the original Stata package 'drlate'"))
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).
License: MIT + file LICENSE
Encoding: UTF-8
Language: en-US
RoxygenNote: 7.3.3
Depends: R (>= 4.1)
Imports: stats, numDeriv
Suggests: ggplot2, testthat (>= 3.0.0), knitr, rmarkdown, haven
Config/testthat/edition: 3
Config/Needs/website: pkgdown
VignetteBuilder: knitr
URL: https://github.com/kvenkita/drlate,
        https://kvenkita.github.io/drlate/
BugReports: https://github.com/kvenkita/drlate/issues
LazyData: true
NeedsCompilation: no
Packaged: 2026-06-24 13:24:54 UTC; root
Author: Kailas Venkitasubramanian [aut, cre], S. Derya Uysal [ctb, cph]
        (Author of the original Stata package 'drlate'), Tymon
        Sloczynski [ctb, cph] (Author of the original Stata package
        'drlate'), Jeffrey M. Wooldridge [ctb, cph] (Author of the
        original Stata package 'drlate')
Maintainer: Kailas Venkitasubramanian <kailasv@gmail.com>
Repository: https://cran.r-universe.dev
Date/Publication: 2026-06-24 09:50:12 UTC
RemoteUrl: https://github.com/cran/drlate
RemoteRef: HEAD
RemoteSha: db8d582958ad2126308d940ec573db10ad67e916