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The Sage Handbook of ­Regression Analysis and ­Causal Inference
By Henning Best (Edited by), Christof Wolf (Edited by)

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Format
Hardback, 424 pages
Published
United Kingdom, 1 November 2014


'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.


Introduction - Christof Wolf and Henning Best

PART I: ESTIMATION AND INFERENCE

Estimation Techniques: Ordinary least squares and maximum likelihood - Martin Elff

Bayesian Estimation of Regression Models - Susumu Shikano

PART II: REGRESSION ANALYSIS FOR CROSS-SECTIONS

Linear Regression - Christof Wolf and Henning Best

Regression Analysis: Assumptions and Diagnostics - Bart Meuleman, Geert Loosveldt and Viktor Emonds

Non-Linear and Non-Additive Effects in Linear Regression - Henning Lohmann

The Multilevel Regression Model - Joop Hox and Leoniek Wijngaards-de Meij

Logistic Regression - Henning Best and Christof Wolf

Regression Models for Nominal and Ordinal Outcomes - J. Scott Long

Graphical Display of Regression Results - Gerrit Bauer

Regression With Complex Samples - Steven G. Heeringa, Brady T. West and Patricia A. Berglund

PART III: CAUSAL INFERENCE AND ANALYSIS OF LONGITUDINAL DATA

Matching Estimators for Treatment Effects - Markus Gangl

Instrumental Variables Regression - Christopher Muller, Christopher Winship and Stephen L. Morgan

Regression Discontinuity Designs in Social Sciences - David S. Lee and Thomas Lemieux

Fixed-effects Panel Regression - Josef Bruderl and Volker Ludwig

Event History Analysis - Hans-Peter Blossfeld and Gwendoline J. Blossfeld

Time-Series Cross-Section - Jessica Fortin-Rittberger

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Product Description


'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.


Introduction - Christof Wolf and Henning Best

PART I: ESTIMATION AND INFERENCE

Estimation Techniques: Ordinary least squares and maximum likelihood - Martin Elff

Bayesian Estimation of Regression Models - Susumu Shikano

PART II: REGRESSION ANALYSIS FOR CROSS-SECTIONS

Linear Regression - Christof Wolf and Henning Best

Regression Analysis: Assumptions and Diagnostics - Bart Meuleman, Geert Loosveldt and Viktor Emonds

Non-Linear and Non-Additive Effects in Linear Regression - Henning Lohmann

The Multilevel Regression Model - Joop Hox and Leoniek Wijngaards-de Meij

Logistic Regression - Henning Best and Christof Wolf

Regression Models for Nominal and Ordinal Outcomes - J. Scott Long

Graphical Display of Regression Results - Gerrit Bauer

Regression With Complex Samples - Steven G. Heeringa, Brady T. West and Patricia A. Berglund

PART III: CAUSAL INFERENCE AND ANALYSIS OF LONGITUDINAL DATA

Matching Estimators for Treatment Effects - Markus Gangl

Instrumental Variables Regression - Christopher Muller, Christopher Winship and Stephen L. Morgan

Regression Discontinuity Designs in Social Sciences - David S. Lee and Thomas Lemieux

Fixed-effects Panel Regression - Josef Bruderl and Volker Ludwig

Event History Analysis - Hans-Peter Blossfeld and Gwendoline J. Blossfeld

Time-Series Cross-Section - Jessica Fortin-Rittberger

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Product Details
EAN
9781446252444
ISBN
1446252442
Other Information
Illustrated
Dimensions
24.6 x 17.5 x 3.3 centimeters (0.93 kg)

Table of Contents

Introduction - Christof Wolf and Henning Best
PART I: ESTIMATION AND INFERENCE
Estimation Techniques: Ordinary least squares and maximum likelihood - Martin Elff
Bayesian Estimation of Regression Models - Susumu Shikano
PART II: REGRESSION ANALYSIS FOR CROSS-SECTIONS
Linear Regression - Christof Wolf and Henning Best
Regression Analysis: Assumptions and Diagnostics - Bart Meuleman, Geert Loosveldt and Viktor Emonds
Non-Linear and Non-Additive Effects in Linear Regression - Henning Lohmann
The Multilevel Regression Model - Joop Hox and Leoniek Wijngaards-de Meij
Logistic Regression - Henning Best and Christof Wolf
Regression Models for Nominal and Ordinal Outcomes - J. Scott Long
Graphical Display of Regression Results - Gerrit Bauer
Regression With Complex Samples - Steven G. Heeringa, Brady T. West and Patricia A. Berglund
PART III: CAUSAL INFERENCE AND ANALYSIS OF LONGITUDINAL DATA
Matching Estimators for Treatment Effects - Markus Gangl
Instrumental Variables Regression - Christopher Muller, Christopher Winship and Stephen L. Morgan
Regression Discontinuity Designs in Social Sciences - David S. Lee and Thomas Lemieux
Fixed-effects Panel Regression - Josef Bruderl and Volker Ludwig
Event History Analysis - Hans-Peter Blossfeld and Gwendoline J. Blossfeld
Time-Series Cross-Section - Jessica Fortin-Rittberger

Reviews

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.
*Professor John Fox*

This is a very useful book. It provides an up-to-date overview of the most prominent data analysis methods employed in modern social science research. 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. The book will be invaluable as a source for basic reading assignments for graduate students. It will also serve well as a primer for researchers who want to update and advance their methodological skills.
*Ben Jann*

Best and Wolf have put together a powerful collection. It covers all major topics and varieties of regression analysis used by social scientists and is especially valuable in its separate discussions of uses for both cross-sectional and panel data analysis. Best and Wolf have recruited top specialists from both Europe and North America and they comprehensively cover regression analysis for both cross-sectional and panel data.
*Tom Smith*

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