Package: Counterfactual 1.2

Counterfactual: Estimation and Inference Methods for Counterfactual Analysis

Implements the estimation and inference methods for counterfactual analysis described in Chernozhukov, Fernandez-Val and Melly (2013) <doi:10.3982/ECTA10582> "Inference on Counterfactual Distributions," Econometrica, 81(6). The counterfactual distributions considered are the result of changing either the marginal distribution of covariates related to the outcome variable of interest, or the conditional distribution of the outcome given the covariates. They can be applied to estimate quantile treatment effects and wage decompositions.

Authors:Mingli Chen, Victor Chernozhukov, Ivan Fernandez-Val, Blaise Melly

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Counterfactual.pdf |Counterfactual.html
Counterfactual/json (API)

# Install 'Counterfactual' in R:
install.packages('Counterfactual', repos = c('https://ivanfernandezval.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Datasets:

On CRAN:

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

2.48 score 3 stars 10 scripts 235 downloads 6 exports 75 dependencies

Last updated 5 years agofrom:08d0b45dc8. Checks:OK: 7. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 16 2024
R-4.5-winOKNov 16 2024
R-4.5-linuxOKNov 16 2024
R-4.4-winOKNov 16 2024
R-4.4-macOKNov 16 2024
R-4.3-winOKNov 16 2024
R-4.3-macOKNov 16 2024

Exports:BootstrapProcedurecounterfactualInferenceTestingEvalQteDistEstTestingEvalVarianceEval

Dependencies:backportsbase64encbslibcachemcheckmatecliclustercodetoolscolorspacedata.tabledigestdoParalleldoRNGevaluatefansifarverfastmapfontawesomeforeachforeignFormulafsggplot2gluegridExtragtablehighrHmischtmlTablehtmltoolshtmlwidgetsisobanditeratorsjquerylibjsonliteknitrlabelinglatticelifecyclemagrittrMASSMatrixMatrixModelsmemoisemgcvmimemunsellnlmennetpillarpkgconfigquantregR6rappdirsRColorBrewerrlangrmarkdownrngtoolsrpartrstudioapisassscalesSparseMstringistringrsurvivaltibbletinytexutf8vctrsviridisviridisLitewithrxfunyaml

Using Animal

Rendered fromvignette.Rnwusingutils::Sweaveon Nov 16 2024.

Last update: 2020-01-31
Started: 2016-09-21

Readme and manuals

Help Manual

Help pageTopics
Estimation and Inference Methods for Counterfactual AnalysisBootstrapProcedure counterfactual InferenceTestingEval QteDistEst TestingEval VarianceEval
NLSW, 1988 extractnlsw88