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Statistical Approaches to Causal Analysis de Matthew McBee

Statistical Approaches to Causal Analysis: The SAGE Quantitative Research Kit

Autor Matthew McBee
en Limba Engleză Electronic book text – 8 apr 2022
A practical, up-to-date, step-by-step guidance on causal analysis for advancing students, this volume of the SAGE Quantitative Research kit features worked example datasets throughout to clearly demonstrate the application of these powerful techniques, giving students the know-how and the confidence to succeed in their quantitative research journey.

Matthew McBee evaluates the issue of causal inference in quantitative research, while providing guidance on how to apply these analyses to your data, discussing key concepts such as:
·       Directed acyclic graphs (DAGs)
·       Rubin’s Causal Model (RCM)
·       Propensity Score Analysis
·       Regression Discontinuity Design
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Specificații

ISBN-13: 9781529711127
ISBN-10: 1529711126
Pagini: 264
Dimensiuni: 170 x 242 mm
Ediția:1
Editura: SAGE Publications
Colecția Sage Publications Ltd
Seria The SAGE Quantitative Research Kit

Locul publicării:London, United Kingdom

Cuprins

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

Descriere

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.

Notă biografică

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.