Psych (Dec 2021)

Cognitively Diagnostic Analysis Using the G-DINA Model in R

  • Qingzhou Shi,
  • Wenchao Ma,
  • Alexander Robitzsch,
  • Miguel A. Sorrel,
  • Kaiwen Man

DOI
https://doi.org/10.3390/psych3040052
Journal volume & issue
Vol. 3, no. 4
pp. 812 – 835

Abstract

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Cognitive diagnosis models (CDMs) have increasingly been applied in education and other fields. This article provides an overview of a widely used CDM, namely, the G-DINA model, and demonstrates a hands-on example of using multiple R packages for a series of CDM analyses. This overview involves a step-by-step illustration and explanation of performing Q-matrix evaluation, CDM calibration, model fit evaluation, item diagnosticity investigation, classification reliability examination, and the result presentation and visualization. Some limitations of conducting CDM analysis in R are also discussed.

Keywords