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DiSCos
View on CRAN: Click
here
Download and install DiSCos package within the R console
Install from CRAN:
install.packages("DiSCos")
Install from Github:
library("remotes")
install_github("cran/DiSCos")
Install by package version:
library("remotes")
install_version("DiSCos", "0.1.1")
Attach the package and use:
library("DiSCos")
Maintained by
David Van Dijcke
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2024-03-14
Latest Update: 2024-03-14
Description:
The method of synthetic controls is a widely-adopted tool for evaluating causal effects of policy changes in settings with observational data. In many settings where it is applicable, researchers want to identify causal effects of policy changes on a treated unit at an aggregate level while having access to data at a finer granularity. This package implements a simple extension of the synthetic controls estimator, developed in Gunsilius (2023) , that takes advantage of this additional structure and provides nonparametric estimates of the heterogeneity within the aggregate unit. The idea is to replicate the quantile function associated with the treated unit by a weighted average of quantile functions of the control units. The package contains tools for aggregating and plotting the resulting distributional estimates, as well as for carrying out inference on them.
How to cite:
David Van Dijcke (2024). DiSCos: Distributional Synthetic Controls Estimation. R package version 0.1.1, https://cran.r-project.org/web/packages/DiSCos
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