clarify

clarify-package

Performs simulation-based inference as an alternative to the delta method for obtaining valid confidence intervals and p-values for regression post-estimation quantities, such as average marginal effects and predictions at representative values. This framework for simulation-based inference is especially useful when the resulting quantity is not normally distributed and the delta method approximation fails. The methodology is described in Greifer, et al. (2025) tools:::Rd_expr_doi("10.32614/RJ-2024-015"). 'clarify' is meant to replace some of the functionality of the archived package 'Zelig'; see the vignette "Translating Zelig to clarify" for replicating this functionality.

internal

Performs simulation-based inference as an alternative to the delta method for obtaining valid confidence intervals and p-values for regression post-estimation quantities, such as average marginal effects and predictions at representative values. This framework for simulation-based inference is especially useful when the resulting quantity is not normally distributed and the delta method approximation fails. The methodology is described in Greifer, et al. (2025) <doi:10.32614/RJ-2024-015>. 'clarify' is meant to replace some of the functionality of the archived package 'Zelig'; see the vignette "Translating Zelig to clarify" for replicating this functionality.

Noah Greifer

Simulation-Based Inference for Regression Models

Steven Worthington

Stefano Iacus

Gary King

clarify-package function

Maintainer: Noah Greifer <a href="/link/ngreifer%40iq.harvard.edu?package=clarify&version=0.2.2" data-mini-rdoc="clarify::ngreifer@iq.harvard.edu">ngreifer@iq.harvard.edu</a> (<a href="https://orcid.org/0000-0003-3067-7154">ORCID</a>)
Authors:<ul>
<li>Steven Worthington <a href="/link/sworthington%40iq.harvard.edu?package=clarify&version=0.2.2" data-mini-rdoc="clarify::sworthington@iq.harvard.edu">sworthington@iq.harvard.edu</a> (<a href="https://orcid.org/0000-0001-9550-5797">ORCID</a>)</li>
<li>Stefano Iacus <a href="/link/siacus%40iq.harvard.edu?package=clarify&version=0.2.2" data-mini-rdoc="clarify::siacus@iq.harvard.edu">siacus@iq.harvard.edu</a> (<a href="https://orcid.org/0000-0002-4884-0047">ORCID</a>)</li>
<li>Gary King <a href="/link/king%40harvard.edu?package=clarify&version=0.2.2" data-mini-rdoc="clarify::king@harvard.edu">king@harvard.edu</a> (<a href="https://orcid.org/0000-0002-5327-7631">ORCID</a>)</li>
</ul>

Author

clarify: Simulation-Based Inference for Regression Models — clarify-package

Maintainer: Noah Greifer <a href='mailto:ngreifer@iq.harvard.edu'>ngreifer@iq.harvard.edu</a> (<a href='https://orcid.org/0000-0003-3067-7154'>ORCID</a>)
Authors:<ul>
<li>Steven Worthington <a href='mailto:sworthington@iq.harvard.edu'>sworthington@iq.harvard.edu</a> (<a href='https://orcid.org/0000-0001-9550-5797'>ORCID</a>)</li>
<li>Stefano Iacus <a href='mailto:siacus@iq.harvard.edu'>siacus@iq.harvard.edu</a> (<a href='https://orcid.org/0000-0002-4884-0047'>ORCID</a>)</li>
<li>Gary King <a href='mailto:king@harvard.edu'>king@harvard.edu</a> (<a href='https://orcid.org/0000-0002-5327-7631'>ORCID</a>)</li>
</ul>

clarify-package: clarify: Simulation-Based Inference for Regression Models

Description

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See Also