Changes-In-Changes For Discrete Treatment
Econometrics
2024-11-05 v1
Abstract
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.
Keywords
Cite
@article{arxiv.2411.01617,
title = {Changes-In-Changes For Discrete Treatment},
author = {Onil Boussim},
journal= {arXiv preprint arXiv:2411.01617},
year = {2024}
}