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causalQual

Causal Inference for Qualitative Outcomes

v1.0.0 · Feb 24, 2025 · MIT + file LICENSE

Description

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.

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CRAN Check Status

13 OK
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Flavor Status
r-devel-linux-x86_64-debian-clang OK
r-devel-linux-x86_64-debian-gcc OK
r-devel-linux-x86_64-fedora-clang OK
r-devel-linux-x86_64-fedora-gcc OK
r-devel-windows-x86_64 OK
r-oldrel-macos-arm64 OK
r-oldrel-macos-x86_64 OK
r-oldrel-windows-x86_64 OK
r-patched-linux-x86_64 OK
r-release-linux-x86_64 OK
r-release-macos-arm64 OK
r-release-macos-x86_64 OK
r-release-windows-x86_64 OK

Check History

OK 13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Jun 9, 2026
ERROR 12 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE Jun 8, 2026
ERROR r-devel-linux-x86_64-debian-gcc

package dependencies

Packages required but not available: 'AER', 'caret'

See section ‘The DESCRIPTION file’ in the ‘Writing R Extensions’
manual.
OK 13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE May 2, 2026
ERROR 11 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE Apr 25, 2026
ERROR r-release-macos-x86_64

package dependencies

Package required but not available: ‘caret’

See section ‘The DESCRIPTION file’ in the ‘Writing R Extensions’
manual.
OK 14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Apr 8, 2026
WARNING 13 OK · 0 NOTE · 1 WARNING · 0 ERROR · 0 FAILURE Apr 7, 2026
WARNING r-devel-linux-x86_64-fedora-gcc

R code for possible problems

Error: there is no package called ‘lava’
Call sequence:
17: doWithOneRestart(return(expr), restart)
16: withOneRestart(expr, restarts[[1L]])
15: withRestarts(stop(cond), retry_loadNamespace = function() NULL)
14: loadNamespace(i, c(lib.loc, .libPaths
...[truncated]...
oadNamespace(j <- i[[1L]], c(lib.loc, 
       .libPaths()), versionCheck = vI[[j]]), i[[2L]], from = package)
6: loadNamespace(i, c(lib.loc, .libPaths()), versionCheck = vI[[i]])
5: namespaceImport(ns, loadNamespace(i, c(lib.loc, .li
Execution halted
OK 14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026

Dependency Network

Dependencies Reverse dependencies AER caret cli ggplot2 ggsci grf lmtest magrittr ocf rdrobust sandwich stringr causalQual

Version History

1 tracked
new 1.0.0 Mar 10, 2026

R Observatory began tracking this package on Mar 10, 2026; it first appeared on CRAN Feb 24, 2025. Releases before tracking aren’t shown.