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Massachusetts Institute of Technology

Three essays on nonlinear panel data models and quantile regression analysis

Abstract

dc:description.abstract

This dissertation is a collection of three independent essays in theoretical and applied econometrics, organized in the form of three chapters. In the first two chapters, I investigate the properties of parametric and semiparametric fixed effects estimators for nonlinear panel data models. The first chapter focuses on fixed effects maximum likelihood estimators for binary choice models, such as probit, logit, and linear probability model. These models are widely used in economics to analyze decisions such as labor force participation, union membership, migration, purchase of durable goods, marital status, or fertility. The second chapter looks at generalized method of moments estimation in panel data models with individual-specific parameters. An important example of these models is a random coefficients linear model with endogenous regressors. The third chapter (co-authored with Joshua Angrist and Victor Chernozhukov) studies the interpretation of quantile regression estimators when the linear model for the underlying conditional quantile function is possibly misspecified.

Degree

thesis:*
Department dc:contributor.department
Massachusetts Institute of Technology. Dept. of Economics.
Grantor dc:publisher
Massachusetts Institute of Technology
Year dc:date.issued
2005

Author and committee

dc:creator, dc:contributor.*
Author dc:creator
  • Fernández-Val, Iván
Advisor dc:contributor.advisor
  • Joshua D. Angrist, Victor Chernozhukov and Whitney K. Newey.

Subjects

dc:subject × 1

Rights

dc:rights
Statement dc:rights
  • M.I.T. theses are protected by copyright. They may be viewed from this source for any purpose, but reproduction or distribution in any format is prohibited without written permission. See provided URL for inquiries about permission.
Language dc:language.iso
eng

Identifiers

dc:identifier.*
Handle dc:identifier.uri
http://hdl.handle.net/1721.1/32408
OAI identifier oai:identifier
oai:dspace.mit.edu:1721.1/32408

Chain of custody

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MIT
Base URL
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Last updated
2026-07-22
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citation

Fernández-Val, Iván. Three essays on nonlinear panel data models and quantile regression analysis. Massachusetts Institute of Technology, 2005. http://hdl.handle.net/1721.1/32408