rddensity: Manipulation Testing Based on Density Discontinuity
Density discontinuity testing (a.k.a. manipulation testing) is commonly employed in regression discontinuity designs and other program evaluation settings to detect perfect self-selection (manipulation) around a cutoff where treatment/policy assignment changes. This package implements manipulation testing procedures using the local polynomial density estimators: rddensity() to construct test statistics and p-values given a prespecified cutoff, rdbwdensity() to perform data-driven bandwidth selection, and rdplotdensity() to construct density plots.
| Version: |
2.2 |
| Depends: |
R (≥ 3.1.0) |
| Imports: |
ggplot2, lpdensity (≥ 2.2) |
| Published: |
2021-03-04 |
| Author: |
Matias D. Cattaneo, Michael Jansson, Xinwei Ma |
| Maintainer: |
Xinwei Ma <x1ma at ucsd.edu> |
| License: |
GPL-2 |
| NeedsCompilation: |
no |
| CRAN checks: |
rddensity results |
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