Overview
- Introduces applied behavioral and health scientists to a new analytic method, the time-varying effect model (TVEM)
- Details the use of TVEM to advance research on developmental and dynamic processes by examining how associations between variables change across time
- Describes how TVEM is a direct and intuitive extension of standard linear regression
- Examines new research questions that can be addressed by applying TVEM
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Table of contents (7 chapters)
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Front Matter
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Back Matter
Keywords
- Age-varying prevalence of heavy drinking
- Coefficient functions in TVEM
- Functional data analysis and TVEM
- Generalized linear regression with time
- Growth curve modeling and TVEM
- Linear regression with time
- Logistic regression with time
- Poisson time-varying effect models
- Spline regression and TVEM
- Time-varying effect model for binary and count outcomes
- Time-varying effect modeling and age-varying associations
- Time-varying logistic betas and odds ratios
- TVEM and age-varying associations
- TVEM and health-related behavior rates
- TVEM and social and behavioral sciences
- TVEM and time-varying effects
- TVEM for intensive longitudinal data
- Varying coefficient modeling
About this book
This book is the first to introduce applied behavioral, social, and health sciences researchers to a new analytic method, the time-varying effect model (TVEM). It details how TVEM may be used to advance research on developmental and dynamic processes by examining how associations between variables change across time. The book describes how TVEM is a direct and intuitive extension of standard linear regression; whereas standard linear regression coefficients are static estimates that do not change with time, TVEM coefficients are allowed to change as continuous functions of real time, including developmental age, historical time, time of day, days since an event, and so forth.
The book introduces readers to new research questions that can be addressed by applying TVEM in their research. Readers gain the practical skills necessary for specifying a wide variety of time-varying effect models, including those with continuous, binary, and count outcomes. The book presents technical details of TVEM estimation and three novel empirical studies focused on developmental questions using TVEM to estimate age-varying effects, historical shifts in behavior and attitudes, and real-time changes across days relative to an event. The volume provides a walkthrough of the process for conducting each of these studies, presenting decisions that were made, and offering sufficient detail so that readers may embark on similar studies in their own research. The book concludes with comments about additional uses of TVEM in applied research as well as software considerations and future directions. Throughout the book, proper interpretation of the output provided by TVEM is emphasized.Time-Varying Effect Modeling for the Behavioral, Social, and Health Sciences is an essential resource for researchers, clinicians/practitioners as well as graduate students in developmental psychology, public health, statistics and methodology for the social, behavioral, developmental, and public health sciences.
Authors and Affiliations
About the authors
Ashley N. Linden-Carmichael, Ph.D., is an Assistant Research Professor in the College of Health and Human Development and the Edna Bennett Pierce Prevention Research Center. Her program of research focuses on identifying influential and underlying psychosocial predictors and consequences of high-risk drinking behavior and substance co-use. Ashley has a particular interest in using innovative methods, such as daily diary designs, ecological momentary assessment, and wearable alcohol sensors to assess problematic alcohol use patterns in real-time. For more information about Dr. Linden-Carmichael, visit https://aimlab.psu.edu/people/ashley-linden-carmichael/
Bibliographic Information
Book Title: Time-Varying Effect Modeling for the Behavioral, Social, and Health Sciences
Authors: Stephanie T. Lanza, Ashley N. Linden-Carmichael
DOI: https://doi.org/10.1007/978-3-030-70944-0
Publisher: Springer Cham
eBook Packages: Behavioral Science and Psychology, Behavioral Science and Psychology (R0)
Copyright Information: Springer Nature Switzerland AG 2021
Hardcover ISBN: 978-3-030-70943-3Published: 07 May 2021
Softcover ISBN: 978-3-030-70946-4Published: 07 May 2022
eBook ISBN: 978-3-030-70944-0Published: 06 May 2021
Edition Number: 1
Number of Pages: XIII, 150
Topics: Developmental Psychology, Public Health, Methodology of the Social Sciences, Statistics for Social Sciences, Humanities, Law