Multilevel modeling: overview and applications to research in counseling psychology
- PMID: 21463032
- DOI: 10.1037/a0022680
Multilevel modeling: overview and applications to research in counseling psychology
Abstract
Multilevel modeling (MLM) is rapidly becoming the standard method of analyzing nested data, for example, data from students within multiple schools, data on multiple clients seen by a smaller number of therapists, and even longitudinal data. Although MLM analyses are likely to increase in frequency in counseling psychology research, many readers of counseling psychology journals have had only limited exposure to MLM concepts. This paper provides an overview of MLM that blends mathematical concepts with examples drawn from counseling psychology. This tutorial is intended to be a first step in learning about MLM; readers are referred to other sources for more advanced explorations of MLM. In addition to being a tutorial for understanding and perhaps even conducting MLM analyses, this paper reviews recent research in counseling psychology that has adopted a multilevel framework, and it provides ideas for MLM approaches to future research in counseling psychology.
2011 APA, all rights reserved
Similar articles
-
A general multilevel SEM framework for assessing multilevel mediation.Psychol Methods. 2010 Sep;15(3):209-33. doi: 10.1037/a0020141. Psychol Methods. 2010. PMID: 20822249
-
A practical guide to multilevel modeling.J Sch Psychol. 2010 Feb;48(1):85-112. doi: 10.1016/j.jsp.2009.09.002. J Sch Psychol. 2010. PMID: 20006989 Review.
-
Multilevel modeling: current and future applications in personality research.J Pers. 2011 Feb;79(1):2-50. doi: 10.1111/j.1467-6494.2010.00681.x. J Pers. 2011. PMID: 21223263 Review.
-
The impact of ignoring multiple membership data structures in multilevel models.Br J Math Stat Psychol. 2012 May;65(2):185-200. doi: 10.1111/j.2044-8317.2011.02023.x. Epub 2011 Jul 6. Br J Math Stat Psychol. 2012. PMID: 21732931
-
New Recommendations on the Use of R-Squared Differences in Multilevel Model Comparisons.Multivariate Behav Res. 2020 Jul-Aug;55(4):568-599. doi: 10.1080/00273171.2019.1660605. Epub 2019 Sep 27. Multivariate Behav Res. 2020. PMID: 31559890
Cited by
-
Health-Oriented Leadership and Mental Health From Supervisor and Employee Perspectives: A Multilevel and Multisource Approach.Front Psychol. 2021 Jan 18;11:614803. doi: 10.3389/fpsyg.2020.614803. eCollection 2020. Front Psychol. 2021. PMID: 33536980 Free PMC article.
-
Opportunities for improvement in nursing homes: Variance of six patient safety climate factor scores across nursing homes and wards-Assessed by the Safety Attitudes Questionnaire.PLoS One. 2019 Jun 19;14(6):e0218244. doi: 10.1371/journal.pone.0218244. eCollection 2019. PLoS One. 2019. PMID: 31216307 Free PMC article.
-
Gender-based Structural Stigma and Intimate Partner Violence Across 28 Countries: A Population-based Study of Women Across Sexual Orientation, Immigration Status, and Socioeconomic Status.J Interpers Violence. 2022 Jun;37(11-12):NP8941-NP8964. doi: 10.1177/0886260520976212. Epub 2020 Dec 10. J Interpers Violence. 2022. PMID: 33302766 Free PMC article.
-
Variation in staff perceptions of patient safety climate across work sites in Norwegian general practitioner practices and out-of-hour clinics.PLoS One. 2019 Apr 10;14(4):e0214914. doi: 10.1371/journal.pone.0214914. eCollection 2019. PLoS One. 2019. PMID: 30970041 Free PMC article.
-
Enrollment in Hispanic Serving Institutions as a Moderator of the Relationship Between Drinking Norms and Quantity of Alcohol Use Among Hispanic College Students.Subst Abus. 2015;36(3):314-7. doi: 10.1080/08897077.2014.932887. Epub 2014 Jun 24. Subst Abus. 2015. PMID: 24960534 Free PMC article.
Publication types
MeSH terms
LinkOut - more resources
Full Text Sources