A Practical Introduction to Regression Discontinuity Designs
Title | A Practical Introduction to Regression Discontinuity Designs PDF eBook |
Author | Matias D. Cattaneo |
Publisher | Cambridge University Press |
Pages | 114 |
Release | 2020-02-13 |
Genre | Political Science |
ISBN | 1108670423 |
In this Element and its accompanying second Element, A Practical Introduction to Regression Discontinuity Designs: Extensions, Matias Cattaneo, Nicolás Idrobo, and Rocıìo Titiunik 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. In this Element, the authors discuss the foundations of the canonical Sharp RD design, which has the following features: (i) the score is continuously distributed and has only one dimension, (ii) there is only one cutoff, and (iii) compliance with the treatment assignment is perfect. In the second Element, the authors discuss practical and conceptual extensions to this basic RD setup.
A Practical Introduction to Regression Discontinuity Designs
Title | A Practical Introduction to Regression Discontinuity Designs PDF eBook |
Author | Matias D. Cattaneo |
Publisher | Cambridge University Press |
Pages | 135 |
Release | 2024-04-11 |
Genre | Political Science |
ISBN | 1009441914 |
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.
Regression Discontinuity Designs
Title | Regression Discontinuity Designs PDF eBook |
Author | Juan Carlos Escanciano |
Publisher | Emerald Group Publishing |
Pages | 539 |
Release | 2017-05-11 |
Genre | Business & Economics |
ISBN | 1787143902 |
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.
The SAGE Handbook of Regression Analysis and Causal Inference
Title | The SAGE Handbook of Regression Analysis and Causal Inference PDF eBook |
Author | Henning Best |
Publisher | SAGE |
Pages | 425 |
Release | 2013-12-20 |
Genre | Social Science |
ISBN | 1473908353 |
′The editors of the new SAGE Handbook of Regression Analysis and Causal Inference have assembled a wide-ranging, high-quality, and timely collection of articles on topics of central importance to quantitative social research, many written by leaders in the field. Everyone engaged in statistical analysis of social-science data will find something of interest in this book.′ - John Fox, Professor, Department of Sociology, McMaster University ′The authors do a great job in explaining the various statistical methods in a clear and simple way - focussing on fundamental understanding, interpretation of results, and practical application - yet being precise in their exposition.′ - Ben Jann, Executive Director, Institute of Sociology, University of Bern ′Best and Wolf have put together a powerful collection, especially valuable in its separate discussions of uses for both cross-sectional and panel data analysis.′ -Tom Smith, Senior Fellow, NORC, University of Chicago Edited and written by a team of leading international social scientists, this Handbook provides a comprehensive introduction to multivariate methods. The Handbook focuses on regression analysis of cross-sectional and longitudinal data with an emphasis on causal analysis, thereby covering a large number of different techniques including selection models, complex samples, and regression discontinuities. Each Part starts with a non-mathematical introduction to the method covered in that section, giving readers a basic knowledge of the method’s logic, scope and unique features. Next, the mathematical and statistical basis of each method is presented along with advanced aspects. Using real-world data from the European Social Survey (ESS) and the Socio-Economic Panel (GSOEP), the book provides a comprehensive discussion of each method’s application, making this an ideal text for PhD students and researchers embarking on their own data analysis.
Quasi-Experimentation
Title | Quasi-Experimentation PDF eBook |
Author | Charles S. Reichardt |
Publisher | Guilford Publications |
Pages | 382 |
Release | 2019-09-02 |
Genre | Business & Economics |
ISBN | 1462540201 |
Featuring engaging examples from diverse disciplines, this book explains how to use modern approaches to quasi-experimentation to derive credible estimates of treatment effects under the demanding constraints of field settings. Foremost expert Charles S. Reichardt provides an in-depth examination of the design and statistical analysis of pretest-posttest, nonequivalent groups, regression discontinuity, and interrupted time-series designs. He details their relative strengths and weaknesses and offers practical advice about their use. Reichardt compares quasi-experiments to randomized experiments and discusses when and why the former might be a better choice. Modern moethods for elaborating a research design to remove bias from estimates of treatment effects are described, as are tactics for dealing with missing data and noncompliance with treatment assignment. Throughout, mathematical equations are translated into words to enhance accessibility.
Quantitative Social Science
Title | Quantitative Social Science PDF eBook |
Author | Kosuke Imai |
Publisher | Princeton University Press |
Pages | 464 |
Release | 2021-03-16 |
Genre | Political Science |
ISBN | 0691191093 |
"Princeton University Press published Imai's textbook, Quantitative Social Science: An Introduction, an introduction to quantitative methods and data science for upper level undergrads and graduates in professional programs, in February 2017. What is distinct about the book is how it leads students through a series of applied examples of statistical methods, drawing on real examples from social science research. The original book was prepared with the statistical software R, which is freely available online and has gained in popularity in recent years. But many existing courses in statistics and data sciences, particularly in some subject areas like sociology and law, use STATA, another general purpose package that has been the market leader since the 1980s. We've had several requests for STATA versions of the text as many programs use it by default. This is a "translation" of the original text, keeping all the current pedagogical text but inserting the necessary code and outputs from STATA in their place"--
Regression Discontinuity Designs
Title | Regression Discontinuity Designs PDF eBook |
Author | Juan Carlos Escanciano |
Publisher | Emerald Group Publishing |
Pages | 539 |
Release | 2017-05-11 |
Genre | Business & Economics |
ISBN | 1787143899 |
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.