Matching, Regression Discontinuity, Difference in Differences, and Beyond
Title | Matching, Regression Discontinuity, Difference in Differences, and Beyond PDF eBook |
Author | Myoung-jae Lee |
Publisher | Oxford University Press |
Pages | 281 |
Release | 2016-05-02 |
Genre | Business & Economics |
ISBN | 0190258756 |
Myoung-jae Lee reviews the three most popular methods (and their extensions) in applied economics and other social sciences: matching, regression discontinuity, and difference in differences. This book introduces the underlying econometric and statistical ideas, shows what is identified and how the identified parameters are estimated, and illustrates how they are applied with real empirical examples. Lee emphasizes how to implement the three methods with data: data and programs are provided in a useful online appendix. All readers-theoretical econometricians/statisticians, applied economists/social-scientists and researchers/students-will find something useful in the book from different perspectives.
Matching, Regression Discontinuity, Difference in Differences, and Beyond
Title | Matching, Regression Discontinuity, Difference in Differences, and Beyond PDF eBook |
Author | Myoung-jae Lee |
Publisher | Oxford University Press |
Pages | 281 |
Release | 2016 |
Genre | Business & Economics |
ISBN | 019025873X |
Myoung-jae Lee reviews the three most popular methods (and their extensions) in applied economics and other social sciences: matching, regression discontinuity, and difference in differences. This book introduces the underlying econometric and statistical ideas, shows what is identified and how the identified parameters are estimated, and illustrates how they are applied with real empirical examples. Lee emphasizes how to implement the three methods with data: data and programs are provided in a useful online appendix. All readers-theoretical econometricians/statisticians, applied economists/social-scientists and researchers/students-will find something useful in the book from different perspectives.
Testing Exogeneity
Title | Testing Exogeneity PDF eBook |
Author | Neil R. Ericsson |
Publisher | |
Pages | 436 |
Release | 1994 |
Genre | Business & Economics |
ISBN | 9780198774044 |
This book discusses the nature of exogeneity, a central concept in standard econometrics texts, and shows how to test for it through numerous substantive empirical examples from around the world, including the UK, Argentina, Denmark, Finland, and Norway. Part I defines terms and provides the necessary background; Part II contains applications to models of expenditure, money demand, inflation, wages and prices, and exchange rates; and Part III extends various tests of constancy and forecast accuracy, which are central to testing super exogeneity. About the Series Advanced Texts in Econometrics is a distinguished and rapidly expanding series in which leading econometricians assess recent developments in such areas as stochastic probability, panel and time series data analysis, modeling, and cointegration. In both hardback and affordable paperback, each volume explains the nature and applicability of a topic in greater depth than possible in introductory textbooks or single journal articles. Each definitive work is formatted to be as accessible and convenient for those who are not familiar with the detailed primary literature.
Impact Evaluation in Practice, Second Edition
Title | Impact Evaluation in Practice, Second Edition PDF eBook |
Author | Paul J. Gertler |
Publisher | World Bank Publications |
Pages | 444 |
Release | 2016-09-12 |
Genre | Business & Economics |
ISBN | 1464807809 |
The second edition of the Impact Evaluation in Practice handbook is a comprehensive and accessible introduction to impact evaluation for policy makers and development practitioners. First published in 2011, it has been used widely across the development and academic communities. The book incorporates real-world examples to present practical guidelines for designing and implementing impact evaluations. Readers will gain an understanding of impact evaluations and the best ways to use them to design evidence-based policies and programs. The updated version covers the newest techniques for evaluating programs and includes state-of-the-art implementation advice, as well as an expanded set of examples and case studies that draw on recent development challenges. It also includes new material on research ethics and partnerships to conduct impact evaluation. The handbook is divided into four sections: Part One discusses what to evaluate and why; Part Two presents the main impact evaluation methods; Part Three addresses how to manage impact evaluations; Part Four reviews impact evaluation sampling and data collection. Case studies illustrate different applications of impact evaluations. The book links to complementary instructional material available online, including an applied case as well as questions and answers. The updated second edition will be a valuable resource for the international development community, universities, and policy makers looking to build better evidence around what works in development.
Difference in Differences and Beyond
Title | Difference in Differences and Beyond PDF eBook |
Author | Myoung-Jae Lee |
Publisher | |
Pages | |
Release | 2021-01-31 |
Genre | |
ISBN | 9781635190267 |
Micro-econometrics for Policy, Program, and Treatment Effects
Title | Micro-econometrics for Policy, Program, and Treatment Effects PDF eBook |
Author | Myoung-jae Lee |
Publisher | Oxford University Press, USA |
Pages | 263 |
Release | 2005 |
Genre | Business & Economics |
ISBN | 0199267685 |
In many disciplines of science it is vital to know the effect of a 'treatment' on a response variable of interest; the effect being known as the 'treatment effect'. Here, the treatment can be a drug, an education program or an economic policy, and the response variable can be an illness,academic achievement or GDP. Once the effect is found, it is possible to intervene to adjust the treatment and attain a desired level of the response variable.A basic way to measure the treatment effect is to compare two groups, one of which received the treatment and the other did not. If the two groups are homogenous in all aspects other than their treatment status, then the difference between their response outcomes is the desired treatment effect. Butif they differ in some aspects in addition to the treatment status, the difference in the response outcomes may be due to the combined influence of more than one factor. In non-experimental data where the treatment is not randomly assigned but self-selected, the subjects tend to differ in observedor unobserved characteristics. It is therefore imperative that the comparison be carried out with subjects similar in their characteristics. This book explains how this problem can be overcome so the attributable effect of the treatment can be found.This book brings to the fore recent advances in econometrics for treatment effects. The purpose of this book is to put together various economic treatments effect models in a coherent fashion, make it clear which can be parameters of interest, and show how they can be identified and estimated underweak assumptions. The emphasis throughout the book is on semi- and non-parametric estimation methods, but traditional parametric approaches are also discussed. This book is ideally suited to researchers and graduate students with a basic knowledge of econometrics.
Cointegration, Causality, and Forecasting
Title | Cointegration, Causality, and Forecasting PDF eBook |
Author | Halbert White |
Publisher | Oxford University Press, USA |
Pages | 512 |
Release | 1999 |
Genre | Business & Economics |
ISBN | 9780198296836 |
A collection of essays in honour of Clive Granger. The chapters are by some of the world's leading econometricians, all of whom have collaborated with and/or studied with both) Clive Granger. Central themes of Granger's work are reflected in the book with attention to tests for unit roots and cointegration, tests of misspecification, forecasting models and forecast evaluation, non-linear and non-parametric econometric techniques, and overall, a careful blend of practical empirical work and strong theory. The book shows the scope of Granger's research and the range of the profession that has been influenced by his work.