Matching Regression Discontinuity Difference In Differences And Beyond

Author : Myoung-jae Lee
Publisher : Oxford University Press
Page : 281 pages
File Size : 53,8 Mb
Release : 2016
Category : Business & Economics
ISBN : 9780190258733

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Matching, Regression Discontinuity, Difference in Differences, and Beyond by Myoung-jae Lee Pdf

Machine generated contents note: -- Chapter 1: Basics of Treatment Effect Analysis -- Chapter 2: Matching -- Chapter 3: Non-Matching and Sample Selection -- Chapter 4: Regression Discontinuity (RD) -- Chapter 5: Difference in Differences (DD) -- Chapter 6: Triple Difference (TD) and Beyond -- Appendix -- Online GAUSS Programs (PS for Propensity Score) -- References

Author : Myoung-jae Lee
Publisher : Oxford University Press
Page : 208 pages
File Size : 53,8 Mb
Release : 2016-05-02
Category : Business & Economics
ISBN : 9780190258757

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Matching, Regression Discontinuity, Difference in Differences, and Beyond by Myoung-jae Lee Pdf

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.

Author : Joshua D. Angrist,Jörn-Steffen Pischke
Publisher : Princeton University Press
Page : 392 pages
File Size : 45,8 Mb
Release : 2009-01-04
Category : Business & Economics
ISBN : 9780691120355

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Mostly Harmless Econometrics by Joshua D. Angrist,Jörn-Steffen Pischke Pdf

In addition to econometric essentials, this book covers important new extensions as well as how to get standard errors right. The authors explain why fancier econometric techniques are typically unnecessary and even dangerous.

Author : Juan Carlos Escanciano,Matias D. Cattaneo
Publisher : Emerald Group Publishing
Page : 544 pages
File Size : 43,8 Mb
Release : 2017-05-11
Category : Business & Economics
ISBN : 9781787143890

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Regression Discontinuity Designs by Juan Carlos Escanciano,Matias D. Cattaneo Pdf

Volume 38 of Advances in Econometrics collects twelve innovative and thought-provoking contributions to the literature on Regression Discontinuity designs, covering a wide range of methodological and practical topics such as identification, interpretation, implementation, falsification testing, estimation and inference.

Author : Scott Cunningham
Publisher : Yale University Press
Page : 585 pages
File Size : 50,8 Mb
Release : 2021-01-26
Category : Business & Economics
ISBN : 9780300251685

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Causal Inference by Scott Cunningham Pdf

An accessible, contemporary introduction to the methods for determining cause and effect in the social sciences "Causation versus correlation has been the basis of arguments--economic and otherwise--since the beginning of time. Causal Inference: The Mixtape uses legit real-world examples that I found genuinely thought-provoking. It's rare that a book prompts readers to expand their outlook; this one did for me."--Marvin Young (Young MC) Causal inference encompasses the tools that allow social scientists to determine what causes what. In a messy world, causal inference is what helps establish the causes and effects of the actions being studied--for example, the impact (or lack thereof) of increases in the minimum wage on employment, the effects of early childhood education on incarceration later in life, or the influence on economic growth of introducing malaria nets in developing regions. Scott Cunningham introduces students and practitioners to the methods necessary to arrive at meaningful answers to the questions of causation, using a range of modeling techniques and coding instructions for both the R and the Stata programming languages.

Author : Matias D. Cattaneo,Rocío Titiunik
Publisher : Unknown
Page : 0 pages
File Size : 45,8 Mb
Release : 2022
Category : Electronic
ISBN : OCLC:1375346564

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Regression Discontinuity Designs by Matias D. Cattaneo,Rocío Titiunik Pdf

The regression discontinuity (RD) design is one of the most widely used nonexperimental methods for causal inference and program evaluation. Over the last two decades, statistical and econometric methods for RD analysis have expanded and matured, and there is now a large number of methodological results for RD identification, estimation, inference, and validation. We offer a curated review of this methodological literature organized around the two most popular frameworks for the analysis and interpretation of RD designs: the continuity framework and the local randomization framework. For each framework, we discuss three main topics: (a) designs and parameters, focusing on different types of RD settings and treatment effects of interest; (b) estimation and inference, presenting the most popular methods based on local polynomial regression and methods for the analysis of experiments, as well as refinements, extensions, and alternatives; and (c) validation and falsification, summarizing an array of mostly empirical approaches to support the validity of RD designs in practice.

Author : Matias D. Cattaneo,Nicolas Idrobo,Rocío Titiunik
Publisher : Cambridge University Press
Page : 135 pages
File Size : 52,7 Mb
Release : 2024-04-11
Category : Political Science
ISBN : 9781009441919

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A Practical Introduction to Regression Discontinuity Designs by Matias D. Cattaneo,Nicolas Idrobo,Rocío Titiunik Pdf

In this Element, which continues our discussion in Foundations, the authors provide an accessible and practical guide for the analysis and interpretation of Regression Discontinuity (RD) designs that encourages the use of a common set of practices and facilitates the accumulation of RD-based empirical evidence. The focus is on extensions to the canonical sharp RD setup that we discussed in Foundations. The discussion covers (i) the local randomization framework for RD analysis, (ii) the fuzzy RD design where compliance with treatment is imperfect, (iii) RD designs with discrete scores, and (iv) and multi-dimensional RD designs.

Author : Myoung-jae Lee
Publisher : Oxford University Press on Demand
Page : 263 pages
File Size : 42,5 Mb
Release : 2005
Category : Business & Economics
ISBN : 9780199267682

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Micro-econometrics for Policy, Program, and Treatment Effects by Myoung-jae Lee Pdf

This is one of the first books to provide a textbook exposition of the literature on how to measure accurately the 'effects' of a 'treatment,' such as a drug, educational program, or tax regime, on a response variable like an illness, GPA, or income. The book focuses on non-experimental, micro-economic estimation. 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.

Author : Paul J. Gertler,Sebastian Martinez,Patrick Premand,Laura B. Rawlings,Christel M. J. Vermeersch
Publisher : World Bank Publications
Page : 364 pages
File Size : 45,9 Mb
Release : 2016-09-12
Category : Business & Economics
ISBN : 9781464807800

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Impact Evaluation in Practice, Second Edition by Paul J. Gertler,Sebastian Martinez,Patrick Premand,Laura B. Rawlings,Christel M. J. Vermeersch Pdf

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.

Author : Myoung-Jae Lee
Publisher : Unknown
Page : 128 pages
File Size : 44,7 Mb
Release : 2021-01-31
Category : Electronic
ISBN : 1635190266

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Difference in Differences and Beyond by Myoung-Jae Lee Pdf

Author : A. Colin Cameron,Pravin K. Trivedi
Publisher : Cambridge University Press
Page : 128 pages
File Size : 46,6 Mb
Release : 2005-05-09
Category : Business & Economics
ISBN : 9781139444866

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Microeconometrics by A. Colin Cameron,Pravin K. Trivedi Pdf

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.

Author : Clive William John Granger
Publisher : Oxford University Press
Page : 428 pages
File Size : 42,6 Mb
Release : 1990
Category : Business & Economics
ISBN : 0198287364

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Modelling Economic Series by Clive William John Granger Pdf

This is a volume of readings for graduate students, especially those taking courses in applied econometrics, who need to learn how to evaluate the validity of present theories and techniques. The aim of the text is to aid readers in the difficult task of actually constructing models. The essays vary in the degree of technical sophistication used, but each paper intends to provide students with a sound knowledge of the practical difficulties of model specification, evaluation and interpretation, as well as advice on tackling these difficulties.

Author : Jeffrey S. Racine
Publisher : Oxford University Press, USA
Page : 318 pages
File Size : 51,6 Mb
Release : 2019-01-23
Category : Business & Economics
ISBN : 9780190900663

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Reproducible Econometrics Using R by Jeffrey S. Racine Pdf

Linear time series methods -- Introduction to linear time series models -- Random walks, unit roots, and spurious relationships -- Univariate linear time series models -- Robust parametric inference -- Robust parametric estimation -- Model uncertainty -- Advance -- Bibliography -- Author index -- Subject index

Author : Myoung-jae Lee
Publisher : Springer Science & Business Media
Page : 789 pages
File Size : 50,9 Mb
Release : 2009-09-28
Category : Business & Economics
ISBN : 9780387688411

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Micro-Econometrics by Myoung-jae Lee Pdf

Up-to-date coverage of most micro-econometric topics; first half parametric, second half semi- (non-) parametric Many empirical examples and tips in applying econometric theories to data Essential ideas and steps shown for most estimators and tests; well-suited for both applied and theoretical readers

Author : Christopher Dougherty
Publisher : Oxford University Press
Page : 593 pages
File Size : 52,8 Mb
Release : 2011-03-03
Category : Business & Economics
ISBN : 9780199567089

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Introduction to Econometrics by Christopher Dougherty Pdf

Taking a modern approach to the subject, this text provides students with a solid grounding in econometrics, using non-technical language wherever possible.