https://github.com/ilundberg/gapclosing

R package for gap closing estimands
https://github.com/ilundberg/gapclosing

Last synced: 5 months ago
JSON representation

R package for gap closing estimands

• Host: GitHub
• URL: https://github.com/ilundberg/gapclosing
• Owner: ilundberg
• License: other
• Created: 2021-02-17T03:12:19.000Z (about 4 years ago)
• Default Branch: main
• Last Pushed: 2023-03-09T13:30:08.000Z (about 2 years ago)
• Last Synced: 2024-04-25T21:04:15.460Z (12 months ago)
• Language: JavaScript
• Size: 6.74 MB
• Stars: 6
• Watchers: 1
• Forks: 3
• Open Issues: 3
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

Awesome Lists containing this project

• jimsghstars - ilundberg/gapclosing - R package for gap closing estimands (JavaScript)

README

        

# gapclosing

  [![CRAN status](https://www.r-pkg.org/badges/version/gapclosing)](https://CRAN.R-project.org/package=gapclosing) [![](https://cranlogs.r-pkg.org/badges/gapclosing)](https://cran.r-project.org/package=gapclosing)

  

Estimate Gaps Under an Intervention

# Summary

Provides functions to estimate gap-closing estimands: the disparities across categories (e.g. Black and white) that persists if a treatment variable (e.g. college) is equalized. The purpose is to estimate the average outcomes that units would realize if exposed to a counterfactual treatment assignment rule.

The package will enable the user to:

* Estimate treatment and outcome prediction functions with Generalized Linear Models, Generalized Additive Models, ridge regression, or random forest

* Combine those in doubly-robust estimators of gap-closing estimands

* Produce confidence intervals by the bootstrap

* Visualize the result in plots

# Installation instructions

Install from CRAN with one line: `install.packages("gapclosing")`.

To install the latest development version,

1. First, install the `devtools` package: `if(!require(devtools)) install.packages("devtools")`

2. Then, install the `gapclosing` package with the command `devtools::install_github("ilundberg/gapclosing")`.

# Getting started

To get started, see the [vignette](https://ilundberg.github.io/gapclosing/doc/gapclosing.html). Also see the [working paper](https://doi.org/10.31235/osf.io/gx4y3) for which this package is the software implementation.

>Lundberg, Ian. Forthcoming. "The gap-closing estimand: A causal approach to study interventions that close disparities across social categories." _Sociological Methods and Research_. Draft available at [https://doi.org/10.31235/osf.io/gx4y3](https://doi.org/10.31235/osf.io/gx4y3).