Latent Growth Curve Modeling

Latent Growth Curve Modeling
Author :
Publisher : SAGE Publications
Total Pages : 113
Release :
ISBN-10 : 9781506333052
ISBN-13 : 1506333052
Rating : 4/5 (52 Downloads)

Synopsis Latent Growth Curve Modeling by : Kristopher J. Preacher

Latent growth curve modeling (LGM)—a special case of confirmatory factor analysis designed to model change over time—is an indispensable and increasingly ubiquitous approach for modeling longitudinal data. This volume introduces LGM techniques to researchers, provides easy-to-follow, didactic examples of several common growth modeling approaches, and highlights recent advancements regarding the treatment of missing data, parameter estimation, and model fit. The book covers the basic linear LGM, and builds from there to describe more complex functional forms (e.g., polynomial latent curves), multivariate latent growth curves used to model simultaneous change in multiple variables, the inclusion of time-varying covariates, predictors of aspects of change, cohort-sequential designs, and multiple-group models. The authors also highlight approaches to dealing with missing data, different estimation methods, and incorporate discussion of model evaluation and comparison within the context of LGM. The models demonstrate how they may be applied to longitudinal data derived from the NICHD Study of Early Child Care and Youth Development (SECCYD).. Key Features · Provides easy-to-follow, didactic examples of several common growth modeling approaches · Highlights recent advancements regarding the treatment of missing data, parameter estimation, and model fit · Explains the commonalities and differences between latent growth model and multilevel modeling of repeated measures data · Covers the basic linear latent growth model, and builds from there to describe more complex functional forms such as polynomial latent curves, multivariate latent growth curves, time-varying covariates, predictors of aspects of change, cohort-sequential designs, and multiple-group models

Growth Modeling

Growth Modeling
Author :
Publisher : Guilford Publications
Total Pages : 558
Release :
ISBN-10 : 9781462526062
ISBN-13 : 1462526063
Rating : 4/5 (62 Downloads)

Synopsis Growth Modeling by : Kevin J. Grimm

Growth models are among the core methods for analyzing how and when people change. Discussing both structural equation and multilevel modeling approaches, this book leads readers step by step through applying each model to longitudinal data to answer particular research questions. It demonstrates cutting-edge ways to describe linear and nonlinear change patterns, examine within-person and between-person differences in change, study change in latent variables, identify leading and lagging indicators of change, evaluate co-occurring patterns of change across multiple variables, and more. User-friendly features include real data examples, code (for Mplus or NLMIXED in SAS, and OpenMx or nlme in R), discussion of the output, and interpretation of each model's results. User-Friendly Features *Real, worked-through longitudinal data examples serving as illustrations in each chapter. *Script boxes that provide code for fitting the models to example data and facilitate application to the reader's own data. *"Important Considerations" sections offering caveats, warnings, and recommendations for the use of specific models. *Companion website supplying datasets and syntax for the book's examples, along with additional code in SAS/R for linear mixed-effects modeling.

Advanced Structural Equation Modeling

Advanced Structural Equation Modeling
Author :
Publisher : Psychology Press
Total Pages : 375
Release :
ISBN-10 : 9781317843801
ISBN-13 : 1317843800
Rating : 4/5 (01 Downloads)

Synopsis Advanced Structural Equation Modeling by : George A. Marcoulides

By focusing primarily on the application of structural equation modeling (SEM) techniques in example cases and situations, this book provides an understanding and working knowledge of advanced SEM techniques with a minimum of mathematical derivations. The book was written for a broad audience crossing many disciplines, assumes an understanding of graduate level multivariate statistics, including an introduction to SEM.

A Life Course Perspective on Health Trajectories and Transitions

A Life Course Perspective on Health Trajectories and Transitions
Author :
Publisher : Springer
Total Pages : 215
Release :
ISBN-10 : 9783319204840
ISBN-13 : 331920484X
Rating : 4/5 (40 Downloads)

Synopsis A Life Course Perspective on Health Trajectories and Transitions by : Claudine Burton-Jeangros

This open access book examines health trajectories and health transitions at different stages of the life course, including childhood, adulthood and later life. It provides findings that assess the role of biological and social transitions on health status over time. The essays examine a wide range of health issues, including the consequences of military service on body mass index, childhood obesity and cardiovascular health, socio-economic inequalities in preventive health care use, depression and anxiety during the child rearing period, health trajectories and transitions in people with cystic fibrosis and oral health over the life course. The book addresses theoretical, empirical and methodological issues as well as examines different national contexts, which help to identify factors of vulnerability and potential resources that support resilience available for specific groups and/or populations. Health reflects the ability of individuals to adapt to their social environment. This book analyzes health as a dynamic experience. It examines how different aspects of individual health unfold over time as a result of aging but also in relation to changing socioeconomic conditions. It also offers readers potential insights into public policies that affect the health status of a population.

Structural Equation Modeling

Structural Equation Modeling
Author :
Publisher : SAGE Publications
Total Pages : 306
Release :
ISBN-10 : 9781483342597
ISBN-13 : 148334259X
Rating : 4/5 (97 Downloads)

Synopsis Structural Equation Modeling by : David Kaplan

Using detailed, empirical examples, Structural Equation Modeling, Second Edition, presents a thorough and sophisticated treatment of the foundations of structural equation modeling (SEM). It also demonstrates how SEM can provide a unique lens on the problems social and behavioral scientists face. Intended Audience While the book assumes some knowledge and background in statistics, it guides readers through the foundations and critical assumptions of SEM in an easy-to-understand manner.

The Reviewer’s Guide to Quantitative Methods in the Social Sciences

The Reviewer’s Guide to Quantitative Methods in the Social Sciences
Author :
Publisher : Routledge
Total Pages : 449
Release :
ISBN-10 : 9781135172992
ISBN-13 : 1135172994
Rating : 4/5 (92 Downloads)

Synopsis The Reviewer’s Guide to Quantitative Methods in the Social Sciences by : Gregory R. Hancock

Designed for reviewers of research manuscripts and proposals in the social and behavioral sciences, and beyond, this title includes chapters that address traditional and emerging quantitative methods of data analysis.

Latent Growth Curve Modeling

Latent Growth Curve Modeling
Author :
Publisher : SAGE
Total Pages : 113
Release :
ISBN-10 : 9781412939553
ISBN-13 : 1412939550
Rating : 4/5 (53 Downloads)

Synopsis Latent Growth Curve Modeling by : Kristopher J. Preacher

"Latent Growth Curve Modeling introduces students to a strategy for modeling change over time. This volume offers a unique chance to study this useful research method with easy-to-follow examples of common growth modeling approaches. It addresses ways to fit a variety of advanced statistical models to repeated-measures data, to model change over time, and to assess individual differences in change." "This graduate-level volume is a resource for individual researchers or courses covering longitudinal data analysis, structural equation modeling, developmental methodology, and multivariate techniques."--BOOK JACKET.

Longitudinal Structural Equation Modeling

Longitudinal Structural Equation Modeling
Author :
Publisher : Guilford Press
Total Pages : 411
Release :
ISBN-10 : 9781462510276
ISBN-13 : 1462510272
Rating : 4/5 (76 Downloads)

Synopsis Longitudinal Structural Equation Modeling by : Todd D. Little

This book has been replaced by Longitudinal Structural Equation Modeling, Second Edition, ISBN 978-1-4625-5314-3.

Longitudinal Structural Equation Modeling with Mplus

Longitudinal Structural Equation Modeling with Mplus
Author :
Publisher : Guilford Publications
Total Pages : 370
Release :
ISBN-10 : 9781462538782
ISBN-13 : 1462538789
Rating : 4/5 (82 Downloads)

Synopsis Longitudinal Structural Equation Modeling with Mplus by : Christian Geiser

An in-depth guide to executing longitudinal confirmatory factor analysis (CFA) and structural equation modeling (SEM) in Mplus, this book uses latent state–trait (LST) theory as a unifying conceptual framework, including the relevant coefficients of consistency, occasion specificity, and reliability. Following a standard format, chapters review the theoretical underpinnings, strengths, and limitations of the various models; present data examples; and demonstrate each model's application and interpretation in Mplus, with numerous screen shots and output excerpts. Coverage encompasses both traditional models (autoregressive, change score, and growth curve models) and LST models for analyzing single- and multiple-indicator data. The book discusses measurement equivalence testing, intensive longitudinal data modeling, and missing data handling, and provides strategies for model selection and reporting of results. User-friendly features include special-topic boxes, chapter summaries, and suggestions for further reading. The companion website features data sets, annotated syntax files, and output for all of the examples.

New Methods for the Analysis of Change

New Methods for the Analysis of Change
Author :
Publisher : Amer Psychological Assn
Total Pages : 442
Release :
ISBN-10 : 1557987548
ISBN-13 : 9781557987549
Rating : 4/5 (48 Downloads)

Synopsis New Methods for the Analysis of Change by : Linda M. Collins

Annotation Psychologists update the Association's 1991 with 12 studies, many from a conference held at Pennsylvania State University in 1998, and some with comments attached. The topics include differential structural equation modeling of intra-individual variability, combining auto-regressive and latent curve models, and planned missing-data designs for analyzing change. Annotation c. Book News, Inc., Portland, OR (booknews.com).