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Cross-Classified Multilevel Models in Education×Value-Added Modeling×
FieldEducationPsychometrics
FamilyRegression modelLatent structure
Year of origin19931998
OriginatorMultilevel modeling community (Raudenbush; Goldstein; Rasbash & Browne)William Sanders, Sandra Horn
TypeMultilevel model with units cross-classified by two or more non-nested groupingsLongitudinal student achievement modeling
Seminal sourceGoldstein, H. (2011). Multilevel Statistical Models (4th ed.). Wiley. ISBN: 9780470748657Kane, T. J., Rockoff, J. E., & Staiger, D. O. (2008). What does certification tell us about teacher effectiveness? Evidence from New York City. Economics of Education Review, 27(6), 615-631. DOI ↗
AliasesCross-Classified Random Effects Models, CCREM, Cross-Classified Multilevel Modeling, Multiple Membership Cross-Classified ModelsVAM
Related44
SummaryCross-classified multilevel models extend hierarchical linear modeling to situations where units belong to two or more groupings that do not nest neatly inside one another. In education, students are often classified by both school and neighborhood, or by primary and secondary school across time — classifications that cut across each other rather than form a clean hierarchy. These models assign a random effect to each classification simultaneously, partitioning variance among them and yielding correct inferences where a purely nested model would be misspecified.Value-Added Modeling (VAM) is a method for assessing the contribution of schools or teachers to student achievement growth, developed by Sanders and Horn (1998). VAM isolates the effect of a teacher or school by comparing student gains (value added) while controlling for prior achievement and student characteristics.
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ScholarGateCompare methods: Cross-Classified Multilevel Models in Education · Value-Added Modeling. Retrieved 2026-06-24 from https://scholargate.app/en/compare