Literature DB >> 29880991

The Multicomponent Latent Trait Model for Diagnosis: Applications to Heterogeneous Test Domains.

Susan E Embretson1.   

Abstract

Heterogeneous item content is prevalent on psychological and educational tests that measure global traits or competencies, such as general intelligence and achievement tests. In such tests, the domain is broadly defined, so as to include many attributes and skills. Items often vary substantially in both the type and the number of attributes or skills that are involved in item solving. A hierarchical organization is often necessary to accommodate the heterogeneity of the test domain. For example, the mathematical achievement tests that are routinely administered in all U.S. states at the end of the school year typically have this hierarchical structure. The multicomponent latent trait model for diagnosis (MLTM-D) was developed for application to heterogeneous tests. MLTM-D is a confirmatory model that permits diagnosis at broad and more specific attribute or skill levels. In the current study, MLTM-D is applied to diagnose mastery at both the broad and specific skill levels in middle school mathematics. MLTM-D is presented, and methods involved in application are described.

Keywords:  cognitive psychology; diagnostic testing; latent class models; multidimensional models; psychometrics

Year:  2014        PMID: 29880991      PMCID: PMC5978570          DOI: 10.1177/0146621614552014

Source DB:  PubMed          Journal:  Appl Psychol Meas        ISSN: 0146-6216


  3 in total

1.  Measurement of psychological disorders using cognitive diagnosis models.

Authors:  Jonathan L Templin; Robert A Henson
Journal:  Psychol Methods       Date:  2006-09

2.  A general diagnostic model applied to language testing data.

Authors:  Matthias von Davier
Journal:  Br J Math Stat Psychol       Date:  2007-03-22       Impact factor: 3.380

3.  A multicomponent latent trait model for diagnosis.

Authors:  Susan E Embretson; Xiangdong Yang
Journal:  Psychometrika       Date:  2012-12-06       Impact factor: 2.500

  3 in total

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