Literature DB >> 11205622

Multilevel modelling of hierarchical data in developmental studies.

M H Boyle1, J D Willms.   

Abstract

This report attempts to give nontechnical readers some insight into how a multilevel modelling framework can be used in longitudinal studies to assess contextual influences on child development when study samples arise from naturally formed groupings. We hope to achieve this objective by: (1) discussing the types of variables and research designs used for collecting developmental data; (2) presenting the methods and data requirements associated with two statistical approaches to developmental data--growth curve modelling and discrete-time survival analysis; (3) describing the multilevel extensions of these approaches, which can be used when the study of development includes intact clusters or naturally formed groupings; (4) demonstrating the flexibility of these two approaches for addressing a variety of research questions; and (5) placing the multilevel framework developed in this report in the context of some important issues, alternative approaches, and recent developments. We hope that readers new to these methods are able to visualize the possibility of using them to advance their work.

Entities:  

Mesh:

Year:  2001        PMID: 11205622

Source DB:  PubMed          Journal:  J Child Psychol Psychiatry        ISSN: 0021-9630            Impact factor:   8.982


  11 in total

1.  Depressive symptoms in the Belgian population: disentangling age and cohort effects.

Authors:  Marie-Christine Brault; Bart Meuleman; Piet Bracke
Journal:  Soc Psychiatry Psychiatr Epidemiol       Date:  2011-06-01       Impact factor: 4.328

2.  Poverty, early care, and stress reactivity in adolescence: Findings from a prospective, longitudinal study in South Africa.

Authors:  R M Pasco Fearon; Mark Tomlinson; Robert Kumsta; Sarah Skeen; Lynne Murray; Peter J Cooper; Barak Morgan
Journal:  Dev Psychopathol       Date:  2017-05

3.  Parent mind-mindedness, sensitivity, and infant affect: Implications for attachment with mothers and fathers.

Authors:  Elizabeth M Planalp; Molly O'Neill; Julia M Braungart-Rieker
Journal:  Infant Behav Dev       Date:  2019-06-20

4.  Cognitive behavioral therapy age effects in child and adolescent anxiety: an individual patient data metaanalysis.

Authors:  Kathryn Bennett; Katharina Manassis; Stephen D Walter; Amy Cheung; Pamela Wilansky-Traynor; Natalia Diaz-Granados; Stephanie Duda; Maureen Rice; Susan Baer; Paula Barrett; Denise Bodden; Vanessa E Cobham; Mark R Dadds; Ellen Flannery-Schroeder; Golda Ginsburg; David Heyne; Jennifer L Hudson; Philip C Kendall; Juliette Liber; Carrie Masia Warner; Sandra Mendlowitz; Maaike H Nauta; Ronald M Rapee; Wendy Silverman; Lynne Siqueland; Susan H Spence; Elisabeth Utens; Jeffrey J Wood
Journal:  Depress Anxiety       Date:  2013-05-08       Impact factor: 6.505

5.  Early childhood adversities and trajectories of psychiatric problems in adoptees: evidence for long lasting effects.

Authors:  Esther J M van der Vegt; Jan van der Ende; Robert F Ferdinand; Frank C Verhulst; Henning Tiemeier
Journal:  J Abnorm Child Psychol       Date:  2009-02

6.  Multilevel correlates of childhood physical aggression and prosocial behavior.

Authors:  Elisa Romano; Richard E Tremblay; Bernard Boulerice; Raymond Swisher
Journal:  J Abnorm Child Psychol       Date:  2005-10

7.  Predicting growth curves of externalizing behavior across the preschool years.

Authors:  Elizabeth B Owens; Daniel S Shaw
Journal:  J Abnorm Child Psychol       Date:  2003-12

8.  Level of functioning in autism spectrum disorders: phenotypic congruence among affected siblings.

Authors:  Robin P Goin-Kochel; Carla A Mazefsky; Brien P Riley
Journal:  J Autism Dev Disord       Date:  2007-10-30

9.  Temperamental precursors of infant attachment with mothers and fathers.

Authors:  Elizabeth M Planalp; Julia M Braungart-Rieker
Journal:  Infant Behav Dev       Date:  2013-10-05

10.  Changes in health risk behaviors of elementary school students in northern Taiwan from 2001 to 2003: results from the child and adolescent behaviors in long-term evolution study.

Authors:  Wen-Chi Wu; Hsing-Yi Chang; Lee-Lan Yen; Tony Szu-Hsien Lee
Journal:  BMC Public Health       Date:  2007-11-12       Impact factor: 3.295

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