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Statistical Approaches to Causal Analysis Matthew McBee

Statistical Approaches to Causal Analysis By Matthew McBee

Statistical Approaches to Causal Analysis by Matthew McBee


£30.19
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5 in stock

Summary

A practical, up-to-date, step-by-step guidance on causal analysis; which features worked example datasets throughout to see methods in action. McBee clearly demonstrates techniques such as Rubin causal model, direct acyclic graphs and propensity score analysis.

Statistical Approaches to Causal Analysis Summary

Statistical Approaches to Causal Analysis by Matthew McBee

This book provides an up-to-date and accessible introduction to causal inference in quantitative research. Featuring worked example datasets throughout, it clearly outlines the steps involved in carrying out various types of statistical causal analysis. In turn, helping you apply these methods to your own research.

It contains guidance on:

  • Selecting the most appropriate conditioning method for your data.
  • Applying the Rubin's Causal Model to your analysis, a mathematical framework for understanding and ensuring accurate causation inferences.
  • Utilising various techniques and designs, such as propensity scores, instrumental variables analysis, and regression discontinuity designs, to better synthesise and analyse different types of data.

Part of The SAGE Quantitative Research Kit, this book will give you the know-how and confidence needed to succeed on your quantitative research journey.

About Matthew McBee

Matthew McBee is a Data Scientist with Eastman Chemical Company (Kingsport, TN, USA). Prior to that, he was a faculty member in the department of psychology at East Tennessee State University (Johnson City, TN, USA) for nine years, where he taught graduate and undergraduate statistics and data analysis courses. He served as a statistician at the Frank Porter Graham Child Development Institute at the University of North Carolina at Chapel Hill. Matthew holds a Ph.D. in Educational Psychology from the University of Georgia.

Table of Contents

Introduction Conditioning Directed Acyclic Graphs Rubin's Causal Model and the Propensity Score Propensity Score Analysis Instrumental Variable Analysis Regression Discontinuity Design Conclusion

Additional information

NGR9781526424730
9781526424730
1526424738
Statistical Approaches to Causal Analysis by Matthew McBee
New
Paperback
SAGE Publications Ltd
2022-03-21
264
N/A
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