Computational Aspects of Psychometric Methods: With R

This book covers the computational aspects of psychometric methods in social sciences, including validity, reliability, item analysis, item response theory models, and computerized adaptive testing. It provides practical examples in R and an interactive ShinyItemAnalysis application, targeting researchers and practitioners in educational, psychological, and health-related measurements.

Format: Paperback / softback
Length: 324 pages
Publication date: 03 July 2023
Publisher: Taylor & Francis Ltd

This comprehensive book delves into the intricate computational aspects of psychometric methods employed in the development and analysis of measurement instruments used in social sciences. It encompasses a wide range of topics within psychometrics, including validity, reliability, item analysis, item response theory models, and computerized adaptive testing. The computational aspects encompass a diverse range of subjects, such as statistical theory and models, the comparison of estimation methods and algorithms, and their practical implementation with real-world data examples using the R programming language and the interactive ShinyItemAnalysis application.

Key Features:

Comprehensive Coverage: This book provides a thorough exploration of the statistical models and estimation methods employed in psychometric research. It offers detailed explanations and examples, accompanied by reproducible R code, to facilitate a deeper understanding of the underlying principles and applications.

Interactive Implementation: The book includes an interactive implementation in the ShinyItemAnalysis application, allowing readers to explore and analyze real-world datasets in a user-friendly interface. This hands-on approach enhances the learning experience and enables readers to apply their knowledge directly to practical scenarios.

Targeted Audience: The book is designed to cater to a wide range of researchers involved in educational, psychological, and health-related measurements. It is also valuable for those engaged in the development of measurement instruments and for individuals who collect and analyze data from behavioral measurements, seeking to enhance their understanding of underlying models and develop advanced analytical skills.

In conclusion, this comprehensive book offers a valuable resource for researchers, practitioners, and students interested in the computational aspects of psychometric methods. It provides a thorough understanding of statistical models, estimation methods, and practical applications, enabling readers to advance their knowledge and skills in the field of social sciences.

Weight: 640g
Dimension: 254 x 178 (mm)
ISBN-13: 9780367515393