Mechanics Cognitive Diagnostic: Mathematics skills tested in introductory physics courses

Vy Le, Ben Van Dusen, Jayson M. Nissen, Xiuxiu Tang, Yuxiao Zhang, Hua Hua Chang, Jason W. Morphew

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

Physics instructors and education researchers use research-based assessments (RBAs) to evaluate students’ preparation for physics courses. This preparation can cover a wide range of constructs, including mathematics and physics content. Using separate mathematics and physics RBAs consumes course time. We are developing a mechanics cognitive diagnostic (MCD) as an online test using both computerized adaptive testing and cognitive diagnostic models. This design allows the MCD to assess mathematics and physics content knowledge within a single assessment. Our work used an evidence-centered design framework to inform the extent to which our models of skills students develop in physics courses fit the data from three mathematics RBAs. Our dataset came from the LASSO platform and includes 3,491 responses from the Calculus Concept Assessment, Calculus Concept Inventory, and Pre-calculus Concept Assessment. Our model included five skills: apply vectors, conceptual relationships, algebra, visualizations, and calculus. The “deterministic inputs, noisy ‘and’ gate” (DINA) analyses demonstrated a good fit for the five skills. The classification accuracies for the skills were satisfactory. Including items of the three mathematics RBAs in the MCD’s item bank will provide a flexible assessment of these skills across mathematics and physics content areas that can adapt to instructors’ needs.

Original languageEnglish (US)
Title of host publicationPERC 2024 - Physics Education Research Conference
EditorsQing X. Ryan, Andrew Pawl, Justyna P. Zwolak
PublisherAmerican Association of Physics Teachers
Pages243-249
Number of pages7
ISBN (Print)9781931024402
DOIs
StatePublished - 2024
Externally publishedYes
EventPhysics Education Research Conference, PERC 2024 - Boston, United States
Duration: Jul 10 2024Jul 11 2024

Publication series

NamePhysics Education Research Conference Proceedings
ISSN (Print)1539-9028
ISSN (Electronic)2377-2379

Conference

ConferencePhysics Education Research Conference, PERC 2024
Country/TerritoryUnited States
CityBoston
Period7/10/247/11/24

ASJC Scopus subject areas

  • Education
  • General Physics and Astronomy

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