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ATbounds

Bounding Treatment Effects by Pooling Limited Information across Observations

https://github.com/atbounds/atbounds-r

Science Score: 20.0%

This score indicates how likely this project is to be science-related based on various indicators:

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    CITATION.cff file
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    codemeta.json file
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    .zenodo.json file
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    DOI references
  • ✓
    Academic publication links
    Links to: arxiv.org
  • ✓
    Committers with academic emails
    1 of 1 committers (100.0%) from academic institutions
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    Scientific vocabulary similarity
    Low similarity (14.8%) to scientific vocabulary

Keywords

causal-inference lack-of-overlap limited-overlap partial-identification treatment-effects unconfoundedness-assumption
Last synced: 10 months ago · JSON representation

Repository

Bounding Treatment Effects by Pooling Limited Information across Observations

Basic Info
  • Host: GitHub
  • Owner: ATbounds
  • Language: R
  • Default Branch: master
  • Homepage:
  • Size: 3.99 MB
Statistics
  • Stars: 3
  • Watchers: 1
  • Forks: 0
  • Open Issues: 0
  • Releases: 0
Topics
causal-inference lack-of-overlap limited-overlap partial-identification treatment-effects unconfoundedness-assumption
Created almost 6 years ago · Last pushed over 4 years ago
Metadata Files
Readme

README.Rmd 

---
output: github_document
---



```{r, include = FALSE}
knitr::opts_chunk$set(
  collapse = TRUE,
  comment = "#>",
  fig.path = "man/figures/README-",
  out.width = "100%"
)
```

# ATbounds


[![Build Status](https://app.travis-ci.com/ATbounds/ATbounds-r.svg?branch=master)](https://app.travis-ci.com/ATbounds/ATbounds-r)
[![](https://cranlogs.r-pkg.org/badges/ATbounds)](https://cran.r-project.org/package=ATbounds)
[![codecov](https://codecov.io/gh/ATbounds/ATbounds-r/branch/master/graph/badge.svg?token=9GV0I2HGCV)](https://app.codecov.io/gh/ATbounds/ATbounds-r)


___ATbounds___ is an R package that provides estimation and inference methods for bounding average treatment effects (on the treated) that are valid under an unconfoundedness assumption. The bounds are designed to be robust in challenging situations, for example, when the the conditioning variables take on a large number of different values in the observed sample, or when the overlap condition is violated. This robustness is achieved by only using limited "pooling" of information across observations. 

For more details, see Lee and Weidner (2021), "Bounding Treatment Effects by Pooling Limited Information across Observations," available at [arXiv:2111.05243 [econ.EM]](https://arxiv.org/abs/2111.05243).

## Installation

You can install the released version of ciccr from [CRAN](https://CRAN.R-project.org) with:

``` r
install.packages("ATbounds")
```

Alternatively, you can install the development version from [GitHub](https://github.com/) with:

``` r
# install.packages("devtools") if devtools is not installed
devtools::install_github("https://github.com/ATbounds/ATbounds-r")
```

## Examples

See the vignette for case studies using real datasets.

GitHub Events

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Committers

Last synced: over 2 years ago

All Time
  • Total Commits: 66
  • Total Committers: 1
  • Avg Commits per committer: 66.0
  • Development Distribution Score (DDS): 0.0
Past Year
  • Commits: 0
  • Committers: 0
  • Avg Commits per committer: 0.0
  • Development Distribution Score (DDS): 0.0
Top Committers
Name Email Commits
Simon Lee s****1@c****u 66
Committer Domains (Top 20 + Academic)
columbia.edu: 1

Issues and Pull Requests

Last synced: 11 months ago

All Time
  • Total issues: 0
  • Total pull requests: 5
  • Average time to close issues: N/A
  • Average time to close pull requests: 8 minutes
  • Total issue authors: 0
  • Total pull request authors: 1
  • Average comments per issue: 0
  • Average comments per pull request: 0.6
  • Merged pull requests: 3
  • Bot issues: 0
  • Bot pull requests: 0
Past Year
  • Issues: 0
  • Pull requests: 0
  • Average time to close issues: N/A
  • Average time to close pull requests: N/A
  • Issue authors: 0
  • Pull request authors: 0
  • Average comments per issue: 0
  • Average comments per pull request: 0
  • Merged pull requests: 0
  • Bot issues: 0
  • Bot pull requests: 0
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Top Authors
Issue Authors
Pull Request Authors
  • sokbae (5)
Top Labels
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Packages

  • Total packages: 1
  • Total downloads:
    • cran 327 last-month
  • Total dependent packages: 0
  • Total dependent repositories: 0
  • Total versions: 1
  • Total maintainers: 1
cran.r-project.org: ATbounds

Bounding Treatment Effects by Limited Information Pooling

  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 327 Last month
Rankings
Stargazers count: 26.2%
Forks count: 28.8%
Dependent packages count: 29.8%
Average: 35.4%
Dependent repos count: 35.5%
Downloads: 56.7%
Maintainers (1)
sl3841@columbia.edu
Last synced: 11 months ago

Dependencies

DESCRIPTION cran
  • R >= 2.10 depends
  • mgcv * imports
  • stats * imports
  • ggplot2 * suggests
  • knitr * suggests
  • rmarkdown * suggests
  • testthat * suggests