Propensity Score Analysis
eBook - ePub
Available until 17 Dec |Learn more

Propensity Score Analysis

Statistical Methods and Applications

  1. English
  2. ePUB (mobile friendly)
  3. Available on iOS & Android
eBook - ePub
Available until 17 Dec |Learn more

Propensity Score Analysis

Statistical Methods and Applications

About this book

Fully updated to reflect the most recent changes in the field, the Second Edition of Propensity Score Analysis provides an accessible, systematic review of the origins, history, and statistical foundations of propensity score analysis, illustrating how it can be used for solving evaluation and causal-inference problems. With a strong focus on practical applications, the authors explore various strategies for employing PSA, discuss the use of PSA with alternative types of data, and delineate the limitations of PSA under a variety of constraints. Unlike existing textbooks on program evaluation and causal inference, this book delves into statistical concepts, formulas, and models within the context of a robust and engaging focus on application.

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Yes, you can access Propensity Score Analysis by Shenyang Guo,Mark W. Fraser in PDF and/or ePUB format, as well as other popular books in Social Sciences & Social Science Research & Methodology. We have over one million books available in our catalogue for you to explore.

Table of contents

  1. Cover
  2. Halftitle
  3. Advanced Quantitative Techniques in the Social Sciences
  4. Title
  5. Copyright
  6. Brief Contents
  7. Detailed Contents
  8. List of Tables
  9. List of Figures
  10. Dedication
  11. Preface
  12. About the Authors
  13. 1 Introduction
  14. 2 Counterfactual Framework and Assumptions
  15. 3 Conventional Methods for Data Balancing
  16. 4 Sample Selection and Related Models
  17. 5 Propensity Score Matching and Related Models
  18. 6 Propensity Score Subclassification
  19. 7 Propensity Score Weighting
  20. 8 Matching Estimators
  21. 9 Propensity Score Analysis With Nonparametric Regression
  22. 10 Propensity Score Analysis of Categorical or Continuous Treatments: Dosage Analyses
  23. 11 Selection Bias and Sensitivity Analysis
  24. 12 Concluding Remarks
  25. References
  26. Index
  27. Advertisement