Morgan, Stephen L.
Handbook of Causal Analysis for Social Research
1. Introduction
Stephen L. Morgan
Part I. Background and Approaches to Analysis
2. A History of Causal Analysis in the Social Sciences
Sondra N. Barringer, Scott R. Eliason, Erin Leahey
3. Types of Causes
Jeremy Freese, J. Alex Kevern
Part II. Design and Modeling Choices
4. Research Design: Toward a Realistic Role for Causal Analysis
Herbert L. Smith
5. Causal Models and Counterfactuals
James Mahoney, Gary Goertz, Charles C. Ragin
6. Mixed Methods and Causal Analysis
David J. Harding, Kristin S. Seefeldt
Part III. Beyond Conventional Regression Models
7. Fixed Effects, Random Effects, and Hybrid Models for Causal Analysis
Glenn Firebaugh, Cody Warner, Michael Massoglia
8. Heteroscedastic Regression Models for the Systematic Analysis of Residual Variances
Hui Zheng, Yang Yang, Kenneth C. Land
9. Group Differences in Generalized Linear Models
Tim F. Liao
10. Counterfactual Causal Analysis and Nonlinear Probability Models
Richard Breen, Kristian Bernt Karlson
11. Causal Effect Heterogeneity
Jennie E. Brand, Juli Simon Thomas
12. New Perspectives on Causal Mediation Analysis
Xiaolu Wang, Michael E. Sobel
Part IV. Systems of Causal Relationships
13. Graphical Causal Models
Felix Elwert
14. The Causal Implications of Mechanistic Thinking: Identification Using Directed Acyclic Graphs (DAGs)
Carly R. Knight, Christopher Winship
15. Eight Myths About Causality and Structural Equation Models
Kenneth A. Bollen, Judea Pearl
Part V. Influence and Interference
16. Heterogeneous Agents, Social Interactions, and Causal Inference
Guanglei Hong, Stephen W. Raudenbush
17. Social Networks and Causal Inference
Tyler J. VanderWeele, Weihua An
Part VI. Retreat from Effect Identification
18. Partial Identification and Sensitivity Analysis
Markus Gangl
19. What You Can Learn from Wrong Causal Models
Richard A. Berk, Lawrence Brown, Edward George, Emil Pitkin, Mikhail Traskin, Kai Zhang, Linda Zhao
Keywords: Social Sciences, Sociology, general, Methodology of the Social Sciences, Statistics for Social Science, Behavorial Science, Education, Public Policy, and Law
- Author(s)
- Morgan, Stephen L.
- Publisher
- Springer
- Publication year
- 2013
- Language
- en
- Edition
- 2013
- Series
- Handbooks of Sociology and Social Research
- Page amount
- 11 pages
- Category
- Society
- Format
- Ebook
- eISBN (PDF)
- 9789400760943