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.
| Version: | 0.2.2 |
| Depends: | R (≥ 4.1.0) |
| Imports: | ggplot2 (≥ 3.5.0), pbapply (≥ 1.7-4), chk (≥ 0.10.0), rlang (≥ 1.1.6), insight (≥ 1.4.2), marginaleffects (≥ 0.30.0) |
| Suggests: | testthat (≥ 3.0.0), withr, MatchIt (≥ 4.0.0), parallel, knitr, rmarkdown, Amelia, MASS, betareg, survey, estimatr, fixest, logistf, geepack, rms, robustbase, robust, AER, ivreg, mgcv, sandwich, WeightIt (≥ 1.3.2) |
| Published: | 2025-09-19 |
| DOI: | 10.32614/CRAN.package.clarify |
| Author: | Noah Greifer |
| Maintainer: | Noah Greifer <ngreifer at iq.harvard.edu> |
| BugReports: | https://github.com/iqss/clarify/issues |
| License: | GPL (≥ 3) |
| URL: | https://github.com/iqss/clarify, https://iqss.github.io/clarify/ |
| NeedsCompilation: | no |
| Citation: | clarify citation info |
| Materials: | README, NEWS |
| CRAN checks: | clarify results |
| Reference manual: | clarify.html , clarify.pdf |
| Vignettes: |
Translating Zelig to clarify (source) clarify: Simulation-Based Inference for Regression Models (source) |
| Package source: | clarify_0.2.2.tar.gz |
| Windows binaries: | r-devel: clarify_0.2.2.zip, r-release: clarify_0.2.2.zip, r-oldrel: clarify_0.2.2.zip |
| macOS binaries: | r-release (arm64): clarify_0.2.2.tgz, r-oldrel (arm64): clarify_0.2.2.tgz, r-release (x86_64): clarify_0.2.2.tgz, r-oldrel (x86_64): clarify_0.2.2.tgz |
| Old sources: | clarify archive |
| Reverse suggests: | marginaleffects |
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