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Matching, Regression Discontinuity, Difference in Differences, and Beyond

Matching, Regression Discontinuity, Difference in Differences, and Beyond PDF Author: Myoung-jae Lee
Publisher: Oxford University Press
ISBN: 019025873X
Category : Business & Economics
Languages : en
Pages : 281

Book Description
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

Matching, Regression Discontinuity, Difference in Differences, and Beyond

Matching, Regression Discontinuity, Difference in Differences, and Beyond PDF Author: Myoung-jae Lee
Publisher: Oxford University Press
ISBN: 019025873X
Category : Business & Economics
Languages : en
Pages : 281

Book Description
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

Matching, Regression Discontinuity, Difference in Differences, and Beyond

Matching, Regression Discontinuity, Difference in Differences, and Beyond PDF Author: Myoung-jae Lee
Publisher: Oxford University Press
ISBN: 0190258756
Category : Business & Economics
Languages : en
Pages : 208

Book Description
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.

Mostly Harmless Econometrics

Mostly Harmless Econometrics PDF Author: Joshua D. Angrist
Publisher: Princeton University Press
ISBN: 0691120358
Category : Business & Economics
Languages : en
Pages : 392

Book Description
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.

Micro-econometrics for Policy, Program, and Treatment Effects

Micro-econometrics for Policy, Program, and Treatment Effects PDF Author: Myoung-jae Lee
Publisher: Oxford University Press on Demand
ISBN: 0199267685
Category : Business & Economics
Languages : en
Pages : 263

Book Description
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.

Exotic Preferences

Exotic Preferences PDF Author: George Loewenstein
Publisher: Oxford University Press
ISBN: 0191531413
Category : Business & Economics
Languages : en
Pages :

Book Description
George Loewenstein is one of the pioneers of the rapidly growing field of behavioral economics. For over twenty years he has been working at the intersection of economics and psychology and is one of the few people of whom it can be said that their work is equally respected and well known within both disciplines. This book brings together a selection of his papers focusing on what he calls "exotic preferences"— the disparate motives that drive human behavior. In addition to covering the history and methodology of behavioral economics, they also touch on a wide range of fascinating topics such as the motives that drive extreme athletes, our propensity to want to get unpleasant experiences out of the way so we can focus on the more pleasant, and the psychology of curiosity. There are also papers on social preferences, discussing the importance of perceptions of fairness in interpersonal interactions, intertemporal choice— the tradeoffs between costs and benefits occurring at different points in time— and the impact of emotion on economic decision making. An original introduction outlines Loewenstein's general approach to research, and there are short introductions to each paper outlining briefly when, how and why they came to be written, providing a fascinating and vivid insight into the process of intellectual creativity.

Econometric Methods with Applications in Business and Economics

Econometric Methods with Applications in Business and Economics PDF Author: Christiaan Heij
Publisher: OUP Oxford
ISBN: 0191608408
Category : Business & Economics
Languages : en
Pages : 816

Book Description
Nowadays applied work in business and economics requires a solid understanding of econometric methods to support decision-making. Combining a solid exposition of econometric methods with an application-oriented approach, this rigorous textbook provides students with a working understanding and hands-on experience of current econometrics. Taking a 'learning by doing' approach, it covers basic econometric methods (statistics, simple and multiple regression, nonlinear regression, maximum likelihood, and generalized method of moments), and addresses the creative process of model building with due attention to diagnostic testing and model improvement. Its last part is devoted to two major application areas: the econometrics of choice data (logit and probit, multinomial and ordered choice, truncated and censored data, and duration data) and the econometrics of time series data (univariate time series, trends, volatility, vector autoregressions, and a brief discussion of SUR models, panel data, and simultaneous equations). · Real-world text examples and practical exercise questions stimulate active learning and show how econometrics can solve practical questions in modern business and economic management. · Focuses on the core of econometrics, regression, and covers two major advanced topics, choice data with applications in marketing and micro-economics, and time series data with applications in finance and macro-economics. · Learning-support features include concise, manageable sections of text, frequent cross-references to related and background material, summaries, computational schemes, keyword lists, suggested further reading, exercise sets, and online data sets and solutions. · Derivations and theory exercises are clearly marked for students in advanced courses. This textbook is perfect for advanced undergraduate students, new graduate students, and applied researchers in econometrics, business, and economics, and for researchers in other fields that draw on modern applied econometrics.

Difference in Differences and Beyond

Difference in Differences and Beyond PDF Author: Myoung-Jae Lee
Publisher:
ISBN: 9781635190267
Category :
Languages : en
Pages :

Book Description


Causal Inference

Causal Inference PDF Author: Scott Cunningham
Publisher: Yale University Press
ISBN: 0300251688
Category : Business & Economics
Languages : en
Pages : 585

Book Description
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.

Volatility and Time Series Econometrics

Volatility and Time Series Econometrics PDF Author: Mark Watson
Publisher: Oxford University Press
ISBN: 0199549494
Category : Business & Economics
Languages : en
Pages : 432

Book Description
A volume that celebrates and develops the work of Nobel Laureate Robert Engle, it includes original contributions from some of the world's leading econometricians that further Engle's work in time series economics

Impact Evaluation in Practice, Second Edition

Impact Evaluation in Practice, Second Edition PDF Author: Paul J. Gertler
Publisher: World Bank Publications
ISBN: 1464807809
Category : Business & Economics
Languages : en
Pages : 364

Book Description
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.