Package: clarify Type: Package Title: Simulation-Based Inference for Regression Models Version: 0.2.2 Authors@R: c( person("Noah", "Greifer", role = c("aut", "cre"), email = "ngreifer@iq.harvard.edu", comment = c(ORCID="0000-0003-3067-7154")), person("Steven", "Worthington", role = c("aut"), email = "sworthington@iq.harvard.edu", comment = c(ORCID="0000-0001-9550-5797")), person("Stefano", "Iacus", role = c("aut"), email = "siacus@iq.harvard.edu", comment = c(ORCID="0000-0002-4884-0047")), person("Gary", "King", role = c("aut"), email = "king@harvard.edu", comment = c(ORCID="0000-0002-5327-7631")) ) Description: 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) . '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. License: GPL (>= 3) Encoding: UTF-8 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) Config/testthat/edition: 3 RoxygenNote: 7.3.3 Roxygen: list(markdown = TRUE) URL: https://github.com/iqss/clarify, https://iqss.github.io/clarify/ BugReports: https://github.com/iqss/clarify/issues VignetteBuilder: knitr Repository: https://iqss.r-universe.dev Date/Publication: 2025-09-19 16:57:28 UTC RemoteUrl: https://github.com/iqss/clarify RemoteRef: HEAD RemoteSha: 8b1cefe02a2516c8ee9dd9386a04e43724f7e030 NeedsCompilation: no Packaged: 2026-06-16 09:45:09 UTC; root Author: Noah Greifer [aut, cre] (ORCID: ), Steven Worthington [aut] (ORCID: ), Stefano Iacus [aut] (ORCID: ), Gary King [aut] (ORCID: ) Maintainer: Noah Greifer