civ: Categorical Instrumental Variables

Implementation of the categorical instrumental variable (CIV) estimator proposed by Wiemann (2023) <arXiv:2311.17021>. CIV allows for optimal instrumental variable estimation in settings with relatively few observations per category. To obtain valid inference in these challenging settings, CIV leverages a regularization assumption that implies existence of a latent categorical variable with fixed finite support achieving the same first stage fit as the observed instrument.

Package details

AuthorThomas Wiemann [aut, cre]
MaintainerThomas Wiemann <wiemann@uchicago.edu>
LicenseGPL (>= 3)
Version0.1.0
URL https://github.com/thomaswiemann/civ
Package repositoryView on CRAN
Installation Install the latest version of this package by entering the following in R:
install.packages("civ")

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civ documentation built on May 29, 2024, 6:10 a.m.