Package: causalQual 1.0.0
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.
Authors:
causalQual_1.0.0.tar.gz
causalQual_1.0.0.zip(r-4.5)causalQual_1.0.0.zip(r-4.4)causalQual_1.0.0.zip(r-4.3)
causalQual_1.0.0.tgz(r-4.5-any)causalQual_1.0.0.tgz(r-4.4-any)causalQual_1.0.0.tgz(r-4.3-any)
causalQual_1.0.0.tar.gz(r-4.5-noble)causalQual_1.0.0.tar.gz(r-4.4-noble)
causalQual_1.0.0.tgz(r-4.4-emscripten)causalQual_1.0.0.tgz(r-4.3-emscripten)
causalQual.pdf |causalQual.html✨
causalQual/json (API)
NEWS
| # Install 'causalQual' in R: |
| install.packages('causalQual', repos = c('https://riccardo-df.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/riccardo-df/causalqual/issues
Pkgdown site:https://riccardo-df.github.io
Last updated 16 days agofrom:1f4a3dad37. Checks:8 OK. Indexed: yes.
| Target | Result | Latest binary |
|---|---|---|
| Doc / Vignettes | OK | Feb 25 2025 |
| R-4.5-win | OK | Feb 25 2025 |
| R-4.5-mac | OK | Feb 25 2025 |
| R-4.5-linux | OK | Feb 25 2025 |
| R-4.4-win | OK | Feb 25 2025 |
| R-4.4-mac | OK | Feb 25 2025 |
| R-4.3-win | OK | Feb 25 2025 |
| R-4.3-mac | OK | Feb 25 2025 |
Exports:causalQual_didcausalQual_ivcausalQual_rdcausalQual_soogenerate_qualitative_data_didgenerate_qualitative_data_ivgenerate_qualitative_data_rdgenerate_qualitative_data_soo
Dependencies:abindAERbackportsbootbroomcarcarDatacaretclasscliclockcodetoolscolorspacecowplotcpp11data.tableDerivdiagramDiceKrigingdigestdoBydplyre1071fansifarverforeachFormulafuturefuture.applygenericsggplot2ggsciglmnetglobalsgluegowergrfgtablehardhatipredisobanditeratorsKernSmoothlabelinglatticelavalifecyclelistenvlme4lmtestlubridatemagrittrMASSMatrixMatrixModelsmgcvmicrobenchmarkminqaModelMetricsmodelrmunsellnlmenloptrnnetnumDerivocforfparallellypbkrtestpillarpkgconfigplyrpROCprodlimprogressrproxypurrrquantregR6rangerrbibutilsRColorBrewerRcppRcppEigenRdpackrdrobustrecipesreformulasreshape2rlangrpartsandwichscalesshapeSparseMsparsevctrsSQUAREMstringistringrsurvivaltibbletidyrtidyselecttimechangetimeDatetzdbutf8vctrsviridisLitewithrxtablezoo
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Causal Inference for Qualitative Outcomes under Difference-in-Differences | causalQual_did |
| Causal Inference for Qualitative Outcomes under Instrumental Variables | causalQual_iv |
| Causal Inference for Qualitative Outcomes under Regression Discontinuity | causalQual_rd |
| Causal Inference for Qualitative Outcomes under Selection-on-Observables | causalQual_soo |
| Generate Qualitative Data (Difference-in-Differences) | generate_qualitative_data_did |
| Generate Qualitative Data (Instrumental Variables) | generate_qualitative_data_iv |
| Generate Qualitative Data (Regression Discontinuity) | generate_qualitative_data_rd |
| Generate Qualitative Data (Selection-on-Observables) | generate_qualitative_data_soo |
| Plot Method for causalQual Objects | plot.causalQual |
| Print Method for causalQual Objects | print.causalQual |
| Summary Method for causalQual Objects | summary.causalQual |
