Multilevel Models for Clustered Data Workshop: Spring 2008 (Measurement Inc.)

Workshop co-taught with Robert Henson (who created most of the material listed below). Please note: most slides refer to hierarchical linear models as these are commonly called in many fields.

Course Documents
Materials
Zipped Folder of All Files
Lecture Slides and Example Files
LectureTopic
1Introduction
Slides
2Basic Models
Slides
3Illustration and the Use of HLM
SlidesData
4Three-level Analyses
Slides
HLM MDM FileHLM MDMT File
5Assessing the Adequacy of Hierarchical Models
SlidesData
6Using Hierarchical Linear Models to Measure Growth
Slides
Random Coefficients MDM FileRandom Coefficients MDMT File
Quadratic Coefficients MDM FileQuadratic Coefficients MDM File
7HLM Extensions: Growth Mixture Models
SlidesData
Mplus Input File (2 Class)Mplus Output File
8Hierarchical Generalized Linear Models
Slides
Binomial Example MDM FileBinomial Example MDMT File
9Framing Item Response Models as Hierarchical Linear Models
Slides
IRT Example MDM FileIRT Example MDMT File
10Further Modeling Extensions: Diagnostic Assessment (Cognitive Diagnosis Models)
Slides