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Main Author: Boussim, Onil
Format: Preprint
Published: 2024
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Online Access:https://arxiv.org/abs/2411.01617
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author Boussim, Onil
author_facet Boussim, Onil
contents This paper generalizes the changes-in-changes (CIC) model to handle discrete treatments with more than two categories, extending the binary case of Athey and Imbens (2006). While the original CIC model is well-suited for binary treatments, it cannot accommodate multi-category discrete treatments often found in economic and policy settings. Although recent work has extended CIC to continuous treatments, there remains a gap for multi-category discrete treatments. I introduce a generalized CIC model that adapts the rank invariance assumption to multiple treatment levels, allowing for robust modeling while capturing the distinct effects of varying treatment intensities.
format Preprint
id arxiv_https___arxiv_org_abs_2411_01617
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle Changes-In-Changes For Discrete Treatment
Boussim, Onil
Econometrics
This paper generalizes the changes-in-changes (CIC) model to handle discrete treatments with more than two categories, extending the binary case of Athey and Imbens (2006). While the original CIC model is well-suited for binary treatments, it cannot accommodate multi-category discrete treatments often found in economic and policy settings. Although recent work has extended CIC to continuous treatments, there remains a gap for multi-category discrete treatments. I introduce a generalized CIC model that adapts the rank invariance assumption to multiple treatment levels, allowing for robust modeling while capturing the distinct effects of varying treatment intensities.
title Changes-In-Changes For Discrete Treatment
topic Econometrics
url https://arxiv.org/abs/2411.01617