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
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Estimation, inference, RD Plots, and extrapolation with multiple cutoffs and multiple scores RD designs.
- Host: GitHub
- URL: https://github.com/rdpackages/rdmulti
- Owner: rdpackages
- License: other
- Created: 2020-08-07T12:38:35.000Z (over 5 years ago)
- Default Branch: master
- Last Pushed: 2025-05-23T04:04:07.000Z (9 months ago)
- Last Synced: 2025-09-19T16:29:40.493Z (5 months ago)
- Topics: causal-inference, program-evaluation, regression-discontinuity-designs, treatment-effects
- Language: Stata
- Homepage:
- Size: 7.35 MB
- Stars: 3
- Watchers: 1
- Forks: 9
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE.md
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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).