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Psychological Network Analyses and Directed Acyclic Graphs Tutorial for Developmental and Educational Science.

Psychological Network Analyses and Directed Acyclic Graphs Tutorial for Developmental and Educational Science.

・ISBN 978-1-009-64590-4 hard GB£ 55.00

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・ISBN 978-1-009-64588-1 paper GB£ 18.00

¥5,702.- (税込) (※)価格はご注文時の参考価格となります。
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電子版あり 大学・学術機関向け電子ブック(eBook)ISBN 978-1-009-64591-1

著者・編者Tang, Xin / Zhang, Jindong / Zhang, Yuyang / Lee, Hye Rin,
シリーズElements in Research Methods for Developmental Science
出版社(Cambridge U. Pr., UK)
出版年月2026.05
ページ数75 pp.
言語ENG
ニュース番号<766-1186 766-1209>

解説

Psychological network analysis (PNA) has emerged as a powerful tool for understanding the complex interplay of constructs in developmental and educational sciences. Unlike traditional models that assume relationships among variables arise from latent factors, PNA conceptualizes them as dynamic systems of interacting components. This tutorial introduces PNA's theoretical foundations, key concepts (e.g., nodes, edges, network structures), and its methodological applications using cross-sectional, longitudinal, intensive, and cohort data. Through step-by-step guidance and real-world examples, we illustrate how PNA can capture developmental changes, reveal causal structures using directed acyclic graphs, and support developmental and educational research. Special emphasis is given to practical implementation using R, including network estimation, accuracy testing, and visualization. By equipping researchers with the necessary tools to construct and interpret psychological networks, this Element provides a comprehensive framework for leveraging PNA to explore the multifaceted relationships shaping learning, motivation, and social-emotional development.