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Identification in Linear Quantile Panel Models

Shakeeb Khan, Elie Tamer

arXiv 10 Sep 2026 · Econometrics

arXiv:2609.10925 · PDF · Extracted main text

Abstract

This paper studies identification in linear quantile panel models with unrestricted individual heterogeneity when the number of time periods is fixed and small. We impose strict exogeneity, whereby the conditional quantile restriction holds given the individual's complete regressor history and latent individual effect, but otherwise allow the disturbances to be arbitrarily dependent over time.

Citation extraction

21
references
39
in-text mentions
24
distinct cited
3
self-citations
33,997
main-text words

appendix boundary found by appendix_command · 90% of the source is main text. Read the extracted text to check this.

Most heavily cited references

The works this paper leans on most, across its whole bibliography — not restricted to papers in our corpus. Ranked by composite intensity, which combines how often a work is mentioned, how many sections mention it, and how much of that falls in the main text rather than the appendix.

ReferenceIntensityMentionsSectionsMain text
1Chamberlain, Gary (1984) Panel Data0.87452100%
2Koenker, Roger (2004) Quantile regression for longitudinal data0.87452100%
3Kato, Kengo and Galvao, Antonio F. and Montes-Rojas, Gabriel (2012) Asymptotics for panel quantile regression models with individual effects0.81142100%
4Canay, Ivan A (2011) A simple approach to quantile regression for panel data0.73732100%
5Lamarche, Carlos (2010) Robust penalized quantile regression estimation for panel data0.64422100%
6Manski, Charles F (1987) Semiparametric analysis of random effects linear models from binary panel data0.64422100%
Rosen2012quantileunmatched citation key Rosen2012quantile0.40511100%
8Andrews, Donald W. K. and Shi, Xiaoxia (2013) Inference Based on Conditional Moment Inequalities0.40511100%
9Chernozhukov, Victor and Hong, Han and Tamer, Elie (2007) Estimation and Confidence Regions for Parameter Sets in Econometric Models self0.40511100%
10Chernozhukov, Victor and Lee, Sokbae and Rosen, Adam M (2013) Intersection Bounds: Estimation and Inference0.40511100%

Showing the top 10 of 24 scored citations. 1 of these could not be matched to a bibliography entry, so only the citation key is shown.