Identification Of Treatment Effects Using Control Functions In Models With Contiguous Endogenous Treatment And Heterogeneous Effects
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Identification Of Treatment Effects Using Control Functions In Models With Contiguous Endogenous Treatment And Heterogeneous Effects
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Author :
language : en
Publisher:
Release Date : 2008
Identification Of Treatment Effects Using Control Functions In Models With Contiguous Endogenous Treatment And Heterogeneous Effects written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2008 with Economics categories.
We use the control function approach to identify the average treatment effect and the effect of treatment on the treated in models with a continuous endogenous regressor whose impact is heterogeneous. We assume a stochastic polynomial restriction on the form of the heterogeneity but, unlike alternative nonparametric control function approaches, our approach does not require large support assumptions.
Identification Of Treatment Effects Using Control Functions In Models With Continuous Endogenous Treatment And Heterogeneous Effects
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Author : Jean-Pierre Florens
language : en
Publisher:
Release Date : 2008
Identification Of Treatment Effects Using Control Functions In Models With Continuous Endogenous Treatment And Heterogeneous Effects written by Jean-Pierre Florens and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2008 with categories.
We use the control function approach to identify the average treatment effect and the effect of treatment on the treated in models with a continuous endogenous regressor whose impact is heterogeneous. We assume a stochastic polynomial restriction on the form of the heterogeneity but, unlike alternative nonparametric control function approaches, our approach does not require large support assumptions.
Identification Of Treatment Effects Using Control Functions In Models With Continuous Endogenous Treatment And Heterogeneous Effects
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Author : Jean-Pierre Florens
language : en
Publisher:
Release Date : 2008
Identification Of Treatment Effects Using Control Functions In Models With Continuous Endogenous Treatment And Heterogeneous Effects written by Jean-Pierre Florens and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2008 with categories.
We use the control function approach to identify the average treatment effect and the effect of treatment on the treated in models with a continuous endogenous regressor whose impact is heterogeneous. We assume a stochastic polynomial restriction on the form of the heterogeneity but, unlike alternative nonparametric control function approaches, our approach does not require large support assumptions.
Identification Of Treatment Effects Using Control Functions In Models With Continuous Endogenous Treatment And Heterogeneous Effects
DOWNLOAD
Author :
language : en
Publisher:
Release Date : 2008
Identification Of Treatment Effects Using Control Functions In Models With Continuous Endogenous Treatment And Heterogeneous Effects written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2008 with categories.
Identification Of Treatment Effects Using Control Functions In Models With Continuous Endogenous Treatment And Heterogeneus Effects
DOWNLOAD
Author :
language : en
Publisher:
Release Date : 2008
Identification Of Treatment Effects Using Control Functions In Models With Continuous Endogenous Treatment And Heterogeneus Effects written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2008 with categories.
Identification Of Treatment Effects Using Control Functions In Models With Continuous Endogenous Treatment And Heterogenous Effects
DOWNLOAD
Author : Jean-Pierre Florens
language : en
Publisher:
Release Date : 2008
Identification Of Treatment Effects Using Control Functions In Models With Continuous Endogenous Treatment And Heterogenous Effects written by Jean-Pierre Florens and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2008 with categories.
Heterogeneous Coefficients Control Variables And Identification Of Treatment Effects
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Author : Whitney K. Newey
language : en
Publisher:
Release Date : 2020
Heterogeneous Coefficients Control Variables And Identification Of Treatment Effects written by Whitney K. Newey and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020 with categories.
Multidimensional heterogeneity and endogeneity are important features of models with multiple treatments. We consider a heterogeneous coefficients model where the outcome is a linear combination of dummy treatment variables, with each variable representing a different kind of treatment. We use control variables to give necessary and sufficient conditions for identification of average treatment effects. With mutually exclusive treatments we find that, provided the generalized propensity scores (Imbens, 2000) are bounded away from zero with probability one, a simple identification condition is that their sum be bounded away from one with probability one. These results generalize the classical identification result of Rosenbaum and Rubin (1983) for binary treatments.
Econometric Analysis Of Cross Section And Panel Data Second Edition
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Author : Jeffrey M. Wooldridge
language : en
Publisher: MIT Press
Release Date : 2010-10-01
Econometric Analysis Of Cross Section And Panel Data Second Edition written by Jeffrey M. Wooldridge and has been published by MIT Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2010-10-01 with Business & Economics categories.
The second edition of a comprehensive state-of-the-art graduate level text on microeconometric methods, substantially revised and updated. The second edition of this acclaimed graduate text provides a unified treatment of two methods used in contemporary econometric research, cross section and data panel methods. By focusing on assumptions that can be given behavioral content, the book maintains an appropriate level of rigor while emphasizing intuitive thinking. The analysis covers both linear and nonlinear models, including models with dynamics and/or individual heterogeneity. In addition to general estimation frameworks (particular methods of moments and maximum likelihood), specific linear and nonlinear methods are covered in detail, including probit and logit models and their multivariate, Tobit models, models for count data, censored and missing data schemes, causal (or treatment) effects, and duration analysis. Econometric Analysis of Cross Section and Panel Data was the first graduate econometrics text to focus on microeconomic data structures, allowing assumptions to be separated into population and sampling assumptions. This second edition has been substantially updated and revised. Improvements include a broader class of models for missing data problems; more detailed treatment of cluster problems, an important topic for empirical researchers; expanded discussion of "generalized instrumental variables" (GIV) estimation; new coverage (based on the author's own recent research) of inverse probability weighting; a more complete framework for estimating treatment effects with panel data, and a firmly established link between econometric approaches to nonlinear panel data and the "generalized estimating equation" literature popular in statistics and other fields. New attention is given to explaining when particular econometric methods can be applied; the goal is not only to tell readers what does work, but why certain "obvious" procedures do not. The numerous included exercises, both theoretical and computer-based, allow the reader to extend methods covered in the text and discover new insights.
Microeconometrics
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Author : A. Colin Cameron
language : en
Publisher: Cambridge University Press
Release Date : 2005-05-09
Microeconometrics written by A. Colin Cameron and has been published by Cambridge University Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2005-05-09 with Business & Economics categories.
This book provides the most comprehensive treatment to date of microeconometrics, the analysis of individual-level data on the economic behavior of individuals or firms using regression methods for cross section and panel data. The book is oriented to the practitioner. A basic understanding of the linear regression model with matrix algebra is assumed. The text can be used for a microeconometrics course, typically a second-year economics PhD course; for data-oriented applied microeconometrics field courses; and as a reference work for graduate students and applied researchers who wish to fill in gaps in their toolkit. Distinguishing features of the book include emphasis on nonlinear models and robust inference, simulation-based estimation, and problems of complex survey data. The book makes frequent use of numerical examples based on generated data to illustrate the key models and methods. More substantially, it systematically integrates into the text empirical illustrations based on seven large and exceptionally rich data sets.
The Effect
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Author : Nick Huntington-Klein
language : en
Publisher: CRC Press
Release Date : 2021-12-20
The Effect written by Nick Huntington-Klein and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-12-20 with Business & Economics categories.
Extensive code examples in R, Stata, and Python Chapters on overlooked topics in econometrics classes: heterogeneous treatment effects, simulation and power analysis, new cutting-edge methods, and uncomfortable ignored assumptions An easy-to-read conversational tone Up-to-date coverage of methods with fast-moving literatures like difference-in-differences