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 
[aut, cre],
Steven Worthington
[aut],
Stefano Iacus
[aut],
Gary King [aut] |
| 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 [issues need fixing before 2025-10-03] |