Impact Evaluation: Treatment Effects and Causal Analysis

Author:   Markus Frölich (Universität Mannheim, Germany) ,  Stefan Sperlich (Université de Genève)
Publisher:   Cambridge University Press
ISBN:  

9781107042469


Pages:   428
Publication Date:   21 March 2019
Format:   Hardback
Availability:   Manufactured on demand   Availability explained
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Impact Evaluation: Treatment Effects and Causal Analysis


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Author:   Markus Frölich (Universität Mannheim, Germany) ,  Stefan Sperlich (Université de Genève)
Publisher:   Cambridge University Press
Imprint:   Cambridge University Press
Dimensions:   Width: 17.80cm , Height: 2.40cm , Length: 25.30cm
Weight:   1.000kg
ISBN:  

9781107042469


ISBN 10:   1107042461
Pages:   428
Publication Date:   21 March 2019
Audience:   College/higher education ,  Postgraduate, Research & Scholarly
Format:   Hardback
Publisher's Status:   Active
Availability:   Manufactured on demand   Availability explained
We will order this item for you from a manufactured on demand supplier.

Table of Contents

1. Basic definitions, assumptions, and randomized experiments; 2. An introduction to nonparametric identification and estimation; 3. Selection on observables: matching, regression and propensity score estimators; 4. Selection on unobservables: nonparametric IV and structural equation approaches; 5. Difference-in-differences estimation: selection on observables and unobservables; 6. Regression discontinuity design; 7. Distributional policy analysis and quantile treatment effects; 8. Dynamic treatment evaluation.

Reviews

Advance praise: 'This comprehensive book on impact evaluation provides a long awaited state-of-the-art treatment of the econometric and statistical tools used for impact evaluation in economics and neighboring social sciences. What makes this most useful is the combination of rigorous discussion of the key methodological aspects, so that the tools do not remain a black box, with careful discussions of identification and illustrations of applications. This book will be a quintessential tool both for practitioners and scholars in the field.' Bernd Fitzenberger, Humboldt-Universitat zu Berlin and the Centre for European Economic Research (ZEW), Germany


'This comprehensive book on impact evaluation provides a long awaited state-of-the-art treatment of the econometric and statistical tools used for impact evaluation in economics and neighboring social sciences. What makes this most useful is the combination of rigorous discussion of the key methodological aspects, so that the tools do not remain a black box, with careful discussions of identification and illustrations of applications. This book will be a quintessential tool both for practitioners and scholars in the field.' Bernd Fitzenberger, Humboldt-Universitat zu Berlin and the Centre for European Economic Research (ZEW), Germany 'This book is an excellent contribution to the literature on treatment effect. All the concepts are clearly defined in a rigorous mathematical framework. Both parametric and non-parametric estimation are treated and numerous examples illustrate the presentation. I strongly recommend this book as a course support and as a reference for researchers on theory or applications of treatment effects models.' Jean-Pierre Florens, Ecole d'economie de Toulouse 'Comprehensive summary of the recent classical microeconometric evaluation literature. With its focus on intuition as well as rigour, it is a long awaited reference for the applied and the methodinterested researcher and teacher.' Michael Lechner, Universitat St Gallen, Switzerland 'The authors are to be congratulated for their comprehensive and delightfully modern treatment of causal inference based on observational data. This book spans the most promising approaches towards impact evaluation, and I am particularly impressed by their inclusion of Pearl's (2000) work alongside many other notable contributions. The emphasis on nonparametric identification and semiparametric and nonparametric estimation makes this text standout. It deserves to be on the bookshelves of all Econometricians who wish to keep abreast of this exciting and rapidly growing field.' Jeffery Racine, McMaster University, Ontario 'This book is extremely useful for anyone who wants to learn (more) about the field of quantitative impact evaluation in social sciences. Apart from providing a rigourous treatment of both identification and estimation, the authors are to be commended for clearly stating the assumptions behind the various methods, and also for cautioning against limitations in practical applications. A further benefit of the book is the introduction of causal graphs for impact evaluation in econometrics. In sum, a highly recommended book that surely will have a significant impact.' Michael Wolf, Universitat Zurich 'This comprehensive book on impact evaluation provides a long awaited state-of-the-art treatment of the econometric and statistical tools used for impact evaluation in economics and neighboring social sciences. What makes this most useful is the combination of rigorous discussion of the key methodological aspects, so that the tools do not remain a black box, with careful discussions of identification and illustrations of applications. This book will be a quintessential tool both for practitioners and scholars in the field.' Bernd Fitzenberger, Humboldt-Universitat zu Berlin and the Centre for European Economic Research (ZEW), Germany `This book is an excellent contribution to the literature on treatment effect. All the concepts are clearly defined in a rigorous mathematical framework. Both parametric and non-parametric estimation are treated and numerous examples illustrate the presentation. I strongly recommend this book as a course support and as a reference for researchers on theory or applications of treatment effects models.' Jean-Pierre Florens, Ecole d'economie de Toulouse `Comprehensive summary of the recent classical microeconometric evaluation literature. With its focus on intuition as well as rigour, it is a long awaited reference for the applied and the methodinterested researcher and teacher.' Michael Lechner, Universitat St Gallen, Switzerland `The authors are to be congratulated for their comprehensive and delightfully modern treatment of causal inference based on observational data. This book spans the most promising approaches towards impact evaluation, and I am particularly impressed by their inclusion of Pearl's (2000) work alongside many other notable contributions. The emphasis on nonparametric identification and semiparametric and nonparametric estimation makes this text standout. It deserves to be on the bookshelves of all Econometricians who wish to keep abreast of this exciting and rapidly growing field.' Jeffery Racine, McMaster University, Ontario `This book is extremely useful for anyone who wants to learn (more) about the field of quantitative impact evaluation in social sciences. Apart from providing a rigourous treatment of both identification and estimation, the authors are to be commended for clearly stating the assumptions behind the various methods, and also for cautioning against limitations in practical applications. A further benefit of the book is the introduction of causal graphs for impact evaluation in econometrics. In sum, a highly recommended book that surely will have a significant impact.' Michael Wolf, Universitat Zurich


Author Information

Markus Frölich is Director of the Center for Evaluation and Development (C4ED), Professor of Econometrics at the Universität Mannheim, Germany and J-PAL Affiliate. He has twenty years of experience in impact evaluations, including the development of new econometric methods and numerous applied impact evaluations for organisations such as Green Climate Fund, International Fund for Agricultural Development (IFAD), International Labour Organization (ILO), UNICEF, World Food Programme (WFP), and the World Bank. Stefan Sperlich is Full Professor of Statistics and Econometrics at the Université de Genève, has about fifteen years of experience as a consultant, and was co-founder of the Poverty, Equity and Growth in Developing Countries research centre, Göttingen. He has published in various top ranked journals and was awarded with the 2000–2002 Koopmans econometric theory prize.

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