Applying Cognitive Diagnostic Models to Mechanics Concept Inventories

TL;DR

This paper develops and tests a cognitive diagnostic assessment for introductory mechanics, using adaptive models to improve physics education evaluations and support effective teaching strategies.

Contribution

It introduces a novel approach to creating a mechanics cognitive diagnostic using the DINA model and extensive student data, enhancing assessment precision.

Findings

High accuracy in classifying student skills

Good to adequate model fit for student data

Initial item bank useful for future diagnostic development

Abstract

In physics education research, instructors and researchers often use research-based assessments (RBAs) to assess students' skills and knowledge. In this paper, we support the development of a mechanics cognitive diagnostic to test and implement effective and equitable pedagogies for physics instruction. Adaptive assessments using cognitive diagnostic models provide significant advantages over fixed-length RBAs commonly used in physics education research. As part of a broader project to develop a cognitive diagnostic assessment for introductory mechanics within an evidence-centered design framework, we identified and tested student models of four skills that cross content areas in introductory physics: apply vectors, conceptual relationships, algebra, and visualizations. We developed the student models in three steps. First, we based the model on learning objectives from instructors. Second, we coded the items on RBAs using the student models. Lastly, we then tested and refined this coding using a common cognitive diagnostic model, the deterministic inputs, noisy 'and' gate (DINA) model. The data included 19,889 students who completed either the Force Concept Inventory, Force and Motion Conceptual Evaluation, or Energy and Momentum Conceptual Survey on the LASSO platform. The results indicated a good to adequate fit for the student models with high accuracies for classifying students with many of the skills. The items from these three RBAs do not cover all of the skills in enough detail, however, they will form a useful initial item bank for the development of the mechanics cognitive diagnostic.