An open API service indexing awesome lists of open source software.

https://github.com/rdpackages/rdmulti

Estimation, inference, RD Plots, and extrapolation with multiple cutoffs and multiple scores RD designs.
https://github.com/rdpackages/rdmulti

causal-inference program-evaluation regression-discontinuity-designs treatment-effects

Last synced: about 2 months ago
JSON representation

Estimation, inference, RD Plots, and extrapolation with multiple cutoffs and multiple scores RD designs.

Awesome Lists containing this project

README

          

# RDMULTI

The `rdmulti` package provides Python, R, and Stata implementation of RD plots, estimation, inference and extrapolation methods for RD designs with multiple cutoffs and multiple scores.

This work was supported in part by the National Science Foundation through grants [SES-1357561](https://www.nsf.gov/awardsearch/showAward?AWD_ID=1357561).

## Website

https://rdpackages.github.io/rdmulti

## Queries and Requests

Please email: [rdpackages@googlegroups.com](mailto:rdpackages@googlegroups.com)

## Python Implementation

To install/update in Python type:
```
pip install rdmulti
```

- Help: [PYPI repository](https://pypi.org/project/rdmulti/).

- Replication: [py-script](python/rdmulti_illustration.py), [dataset1](python/simdata_multic.csv), [dataset2](python/simdata_cumul.csv), [dataset3](python/simdata_multis.csv)

## R Implementation

To install/update in R type:
```
install.packages('rdmulti')
```

- Help: [R Manual](https://cran.r-project.org/web/packages/rdmulti/rdmulti.pdf), [CRAN repository](https://cran.r-project.org/package=rdmulti).

- Replication: [R-script](R/rdmulti_illustration.R), [rdmcplot illustration](R/rdmcplot_illustration.R), [dataset1](R/simdata_multic.csv), [dataset2](R/simdata_cumul.csv), [dataset3](R/simdata_multis.csv), [R illustration](R/rdmulti_illustration.pdf)

## Stata Implementation

To install/update in Stata type:
```
net install rdmulti, from(https://raw.githubusercontent.com/rdpackages/rdmulti/master/stata) replace
```

- Help: [rdmc](stata/rdmc.pdf), [rdmcplot](stata/rdmcplot.pdf), [rdms](stata/rdms.pdf).

- Replication: [do-file](stata/rdmulti_illustration.do), [rdmcplot illustration](stata/rdmcplot_illustration.do), [dataset1](stata/simdata_multic.dta), [dataset2](stata/simdata_cumul.dta), [dataset3](stata/simdata_multis.dta).

## References

For overviews and introductions, see [rdpackages website](https://rdpackages.github.io).

### Software and Implementation

- Cattaneo, Titiunik and Vazquez-Bare (2020): [Analysis of Regression Discontinuity Designs with Multiple Cutoffs or Multiple Scores](https://rdpackages.github.io/references/Cattaneo-Titiunik-VazquezBare_2020_Stata.pdf).

_Stata Journal_ 20(4): 866-891.

### Technical and Methodological

- Keele and Titiunik (2015): [Geographic Boundaries as Regression Discontinuities](https://rdpackages.github.io/references/Keele-Titiunik_2015_PA.pdf).

_Political Analysis_ 23(1): 127-155.

- Cattaneo, Keele, Titiunik and Vazquez-Bare (2016): [Interpreting Regression Discontinuity Designs with Multiple Cutoffs](https://rdpackages.github.io/references/Cattaneo-Keele-Titiunik-VazquezBare_2016_JOP.pdf).

_Journal of Politics_ 78(4): 1229-1248.

[Supplemental Appendix](https://rdpackages.github.io/references/Cattaneo-Keele-Titiunik-VazquezBare_2016_JOP--Supplement.pdf).

- Cattaneo, Keele, Titiunik and Vazquez-Bare (2020): [Extrapolating Treatment Effects in Multi-Cutoff Regression Discontinuity Designs](https://rdpackages.github.io/references/Cattaneo-Keele-Titiunik-VazquezBare_2021_JASA.pdf).

_Journal of the American Statistical Association_ 116(536): 1941-1952.

[Supplemental Appendix](https://rdpackages.github.io/references/Cattaneo-Keele-Titiunik-VazquezBare_2021_JASA--Supplement.pdf).