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Enhancing mathematical modeling competencies through AI-powered VR.

Nejla Gürefe1, Hava Öksüz2, Gülfem Sarpkaya Aktaş2

  • 1Faculty of Education, Mersin University, Mersin, Türkiye.

Plos One
|December 23, 2025
PubMed
Summary
This summary is machine-generated.

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Artificial intelligence-supported virtual reality (AI-pVR) significantly boosted students' mathematical modeling skills. This approach enhanced problem comprehension, mathematization, and interpretation, leading to better real-world problem-solving abilities.

Area of Science:

  • Mathematics Education
  • Educational Technology
  • Artificial Intelligence

Background:

  • Improving students' problem-solving skills is a key goal in mathematics education.
  • Problem-solving is linked to mathematical modeling competencies essential for daily life.

Purpose of the Study:

  • To examine the impact of an AI-supported VR instructional model on students' mathematical modeling competencies.
  • To assess the effectiveness of AI-pVR on various components of modeling competence, including problem-solving thinking.

Main Methods:

  • A quasi-experimental mixed-design study involving 30 6th-grade students.
  • An experimental group used an AI-pVR application, while a control group received traditional instruction.
  • Quantitative data analyzed using independent samples t-tests and ANCOVA; qualitative data from observation and opinion forms.

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Main Results:

  • The AI-pVR intervention showed a significant large effect on overall mathematical modeling competencies (η² = 0.37).
  • Sub-dimensions like problem simplification, mathematizing, and interpretation also demonstrated significant large effects.
  • Students reported better understanding of the modeling process, from analyzing real-life problems to verifying results.

Conclusions:

  • The AI-pVR instructional approach significantly enhanced students' mathematical modeling competencies and sub-dimensions.
  • It is recommended to integrate AI applications into mathematics lessons and curriculum programs.
  • AI-pVR shows potential for improving various student competencies in educational settings.