Ebook: Computational Aspects of Psychometric Methods With R
Author: Patrícia Martinková Adéla Hladká
- Genre: Science (General) // Science of Science
- Series: Chapman & Hall/CRC Statistics in the Social and Behavioral Sciences Series
- Year: 2023
- Publisher: CRC Press/Chapman & Hall
- City: Boca Raton
- Language: English
- pdf
This book covers the computational aspects of psychometric methods involved in developing measurement instruments and analyzing measurement data in social sciences. It covers the main topics of psychometrics such as validity, reliability, item analysis, item response theory models, and computerized adaptive testing. The computational aspects comprise the statistical theory and models, comparison of estimation methods and algorithms, as well as an implementation with practical data examples in R and also in an interactive ShinyItemAnalysis application.
Key Features
Statistical models and estimation methods involved in psychometric research
Includes reproducible R code and examples with real datasets
Interactive implementation in ShinyItemAnalysis application
The book is targeted toward a wide range of researchers in the field of educational, psychological, and health-related measurements. It is also intended for those developing measurement instruments and for those collecting and analyzing data from behavioral measurements, who are searching for a deeper understanding of underlying models and further development of their analytical skills.
Key Features
Statistical models and estimation methods involved in psychometric research
Includes reproducible R code and examples with real datasets
Interactive implementation in ShinyItemAnalysis application
The book is targeted toward a wide range of researchers in the field of educational, psychological, and health-related measurements. It is also intended for those developing measurement instruments and for those collecting and analyzing data from behavioral measurements, who are searching for a deeper understanding of underlying models and further development of their analytical skills.
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