Other packages > Find by keyword >

ddecompose  

Detailed Distributional Decomposition
View on CRAN: Click here


Download and install ddecompose package within the R console
Install from CRAN:
install.packages("ddecompose")

Install from Github:
library("remotes")
install_github("cran/ddecompose")

Install by package version:
library("remotes")
install_version("ddecompose", "1.0.0")



Attach the package and use:
library("ddecompose")
Maintained by
Samuel Meier
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2024-05-07
Latest Update: 2024-05-07
Description:
Implements the Oaxaca-Blinder decomposition method and generalizations of it that decompose differences in distributional statistics beyond the mean. The function ob_decompose() decomposes differences in the mean outcome between two groups into one part explained by different covariates (composition effect) and into another part due to differences in the way covariates are linked to the outcome variable (structure effect). The function further divides the two effects into the contribution of each covariate and allows for weighted doubly robust decompositions. For distributional statistics beyond the mean, the function performs the recentered influence function (RIF) decomposition proposed by Firpo, Fortin, and Lemieux (2018). The function dfl_decompose() divides differences in distributional statistics into an composition effect and a structure effect using inverse probability weighting as introduced by DiNardo, Fortin, and Lemieux (1996). The function also allows to sequentially decompose the composition effect into the contribution of single covariates. References: Firpo, Sergio, Nicole M. Fortin, and Thomas Lemieux. (2018) <doi:10.3390/econometrics6020028>. "Decomposing Wage Distributions Using Recentered Influence Function Regressions." Fortin, Nicole M., Thomas Lemieux, and Sergio Firpo. (2011) <doi:10.3386/w16045>. "Decomposition Methods in Economics." DiNardo, John, Nicole M. Fortin, and Thomas Lemieux. (1996) <doi:10.2307/2171954>. "Labor Market Institutions and the Distribution of Wages, 1973-1992: A Semiparametric Approach." Oaxaca, Ronald. (1973) <doi:10.2307/2525981>. "Male-Female Wage Differentials in Urban Labor Markets." Blinder, Alan S. (1973) <doi:10.2307/144855>. "Wage Discrimination: Reduced Form and Structural Estimates."
How to cite:
Samuel Meier (2024). ddecompose: Detailed Distributional Decomposition. R package version 1.0.0, https://cran.r-project.org/web/packages/ddecompose. Accessed 12 Mar. 2026.
Previous versions and publish date:
No previous versions
Other packages that cited ddecompose R package
View ddecompose citation profile
Other R packages that ddecompose depends, imports, suggests or enhances
Complete documentation for ddecompose
Functions, R codes and Examples using the ddecompose R package
Full ddecompose package functions and examples
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

threewords  
Represent Precise Coordinates in Three Words
A connector to the 'What3Words' (http://what3words.co ...
Download / Learn more Package Citations See dependency  
funnelR  
Funnel Plots for Proportion Data
A set of simplified functions for creating funnel plots for proportion data. This package supports u ...
Download / Learn more Package Citations See dependency  
sloop  
Helpers for 'OOP' in R
A collection of helper functions designed to help you to better understand object oriented programmi ...
Download / Learn more Package Citations See dependency  
nextGenShinyApps  
Craft Exceptional 'R Shiny' Applications and Dashboards with Novel Responsive Tools
Nove responsive tools for designing and developing 'Shiny' dashboards and applications. The scripts ...
Download / Learn more Package Citations See dependency  
impactflu  
Quantification of Population-Level Impact of Vaccination
Implements the compartment model from Tokars (2018) . This ena ...
Download / Learn more Package Citations See dependency  
riskCommunicator  
G-Computation to Estimate Interpretable Epidemiological Effects
Estimates flexible epidemiological effect measures including both differences and ratios using the p ...
Download / Learn more Package Citations See dependency  

26,293

R Packages

225,784

Dependencies

70,376

Author Associations

26,294

Publication Badges

© Copyright since 2022. All right reserved, rpkg.net.  Based in Cambridge, Massachusetts, USA