ERIC Number: EJ970749
Record Type: Journal
Publication Date: 2012
Pages: 17
Abstractor: ERIC
ISBN: N/A
ISSN: ISSN-0271-0579
EISSN: N/A
Available Date: N/A
Introduction to Estimation Issues in Multilevel Modeling
McCoach, D. Betsy; Black, Anne C.
New Directions for Institutional Research, n154 p23-39 Sum 2012
This article is designed to give the reader a conceptual, nontechnical overview of estimation and model fit issues in multilevel modeling (MLM). The process of MLM generally involves fitting a series of multilevel models that increase in complexity. When conducting multilevel analyses, it is important to balance the need for complexity and the need for parsimony. Therefore, having a solid understanding of issues related to model fit is essential in MLM. To really understand model fit, it is necessary to have at least a conceptual understanding of estimation issues. In this article, the authors introduce topics related to the estimation of multilevel models and the determination of model fit. They introduce techniques for model specification and comparison and provide recommendations for their application.
Descriptors: Institutional Research, Statistical Analysis, Models, Computation, Decision Making, Predictor Variables, Selection, Coding, Goodness of Fit
Wiley Periodicals, Inc. 350 Main Street, Malden, MA 02148. Tel: 800-835-6770; Tel: 781-388-8598; Fax: 781-388-8232; e-mail: cs-journals@wiley.com; Web site: http://www.wiley.com/WileyCDA
Publication Type: Journal Articles; Reports - Descriptive
Education Level: Higher Education
Audience: N/A
Language: English
Sponsor: N/A
Authoring Institution: N/A
Grant or Contract Numbers: N/A
Author Affiliations: N/A

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