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DRLATE: Stata module to perform Doubly robust estimation of the local average treatment effect (LATE) and the local average treatment effect on the treated (LATT)

Author

Listed:
  • Derya Uysal

    (LMU Munich)

  • Tymon Słoczyński

    (Brandeis University)

  • Jeffrey M. Wooldridge

    (Michigan State University)

Programming Language

Abstract

drlate estimates the local average treatment effect (LATE) and the local average treatment effect on the treated (LATT) using observational data. The command accommodates a binary instrument, a continuous, binary, or count treatment, and a continuous, binary, or count outcome. All standard errors are computed jointly for the instrument propensity score, the outcome regression, the treatment regression, and the causal estimand, using Stata's gmm command with iterate(0) (one-step GMM with analytical starting values), yielding valid inference.

Suggested Citation

  • Derya Uysal & Tymon Słoczyński & Jeffrey M. Wooldridge, 2026. "DRLATE: Stata module to perform Doubly robust estimation of the local average treatment effect (LATE) and the local average treatment effect on the treated (LATT)," Statistical Software Components S459708, Boston College Department of Economics.
  • Handle: RePEc:boc:bocode:s459708
    Note: This module should be installed from within Stata by typing "ssc install drlate". The module is made available under terms of the GPL v3 (https://www.gnu.org/licenses/gpl-3.0.txt). Windows users should not attempt to download these files with a web browser.
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    File URL: http://fmwww.bc.edu/repec/bocode/d/drlate.ado
    File Function: program code
    Download Restriction: no

    File URL: http://fmwww.bc.edu/repec/bocode/d/drlate.sthlp
    File Function: help file
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    File URL: http://fmwww.bc.edu/repec/bocode/d/drlate_estimate_late.ado
    File Function: program code
    Download Restriction: no

    File URL: http://fmwww.bc.edu/repec/bocode/d/drlate_estimate_latt.ado
    File Function: program code
    Download Restriction: no

    File URL: http://fmwww.bc.edu/repec/bocode/d/drlate_estimate.ado
    File Function: program code
    Download Restriction: no

    File URL: http://fmwww.bc.edu/repec/bocode/_/_drlate_getstats.ado
    File Function: program code
    Download Restriction: no

    File URL: http://fmwww.bc.edu/repec/bocode/_/_drlate_gmmopts.ado
    File Function: program code
    Download Restriction: no

    File URL: http://fmwww.bc.edu/repec/bocode/_/_drlate_options.ado
    File Function: program code
    Download Restriction: no

    File URL: http://fmwww.bc.edu/repec/bocode/_/_drlate_parse.ado
    File Function: program code
    Download Restriction: no

    File URL: http://fmwww.bc.edu/repec/bocode/_/_drlate_ps.ado
    File Function: program code
    Download Restriction: no
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