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CRAN: Package causalQual

causalQual: Causal Inference for Qualitative Outcomes

Implements the framework introduced in Di Francesco and Mellace (2025) <doi:10.48550/arXiv.2502.11691>, shifting the focus to well-defined and interpretable estimands that quantify how treatment affects the probability distribution over outcome categories. It supports selection-on-observables, instrumental variables, regression discontinuity, and difference-in-differences designs.

Version: 1.0.0 Imports: AER, caret, cli, ggplot2, ggsci, grf, lmtest, magrittr, ocf, rdrobust, sandwich, stats, stringr Suggests: knitr, rmarkdown Published: 2025-02-24 DOI: 10.32614/CRAN.package.causalQual Author: Riccardo Di Francesco [aut, cre, cph] Maintainer: Riccardo Di Francesco <difrancesco.riccardo96 at gmail.com> License: MIT + file LICENSE URL: https://riccardo-df.github.io/causalQual/ NeedsCompilation: no Materials: README NEWS CRAN checks: causalQual results Documentation: Downloads: Linking:

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