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Bayesian Structural Equation Models for Multilevel Data
| Content Provider | Scilit |
|---|---|
| Copyright Year | 2001 |
| Description | Multilevel structural equation models (SEM) have become increasingly popular in the psychometric literature (Goldstein & McDonald, 1988; Longford & Muthén, 1992; McDonald & Goldstein, 1989; Muthén & Sattora, 1989; Muthén, 1989,1994). The rapid growth of multilevel modeling stems from the importance of accounting for population heterogeneity to make valid inferences from data that have a nested or hierarchical structure. Such nested data structures are common in the social sciences. Here are some examples:• In the educational literature, student performance data are often collected from a cluster sample obtained by first drawing a random sample of schools and then drawing a random sample of students from within each selected school. For example, in the Second International Mathematics Study (SIMS; Crosswhite, Dossey, Swafford, McKnight, & Cooney 1985), a national probability sample of school districts was selected, a sample of schools was drawn from within district, and a sample of two classes were selected from within each school. Here students are nested within classrooms, classrooms are nested within schools, and schools are nested within districts, thus forming a four-level nesting structure. Background vari-ables are observed at all the four levels of the hierarchy, and interestcould be in understanding how district-level, school-level, class-level, and studentspecific variables influence test performance. Book Name: New Developments and Techniques in Structural Equation Modeling |
| Related Links | https://api.taylorfrancis.com/content/chapters/edit/download?identifierName=doi&identifierValue=10.4324/9781410601858-10&type=chapterpdf |
| Ending Page | 178 |
| Page Count | 30 |
| Starting Page | 149 |
| DOI | 10.4324/9781410601858-10 |
| Language | English |
| Publisher | Informa UK Limited |
| Publisher Date | 2001-03-01 |
| Access Restriction | Open |
| Subject Keyword | Book Name: New Developments and Techniques in Structural Equation Modeling Mathematical Social Sciences Models Structure Equation Multilevel Modeling Schools Classrooms Nested Goldstein Mcdonald Muthén |
| Content Type | Text |
| Resource Type | Chapter |