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September 10, 2025MALAYSIAN JOURNAL OF COMPUTINGOpen Access

Mathvision Prototype Using Predictive Analytics

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Authors

YMYuzi MahmudMRMuhd Syahir Abdul RazakSAShuzlina Abdul-Rahman

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Overview

Predictive model assists teachers in tracking student progress in mathematics, indicating improved outcomes.

Key Points

  • The MathVision prototype predicts student grades with 95.16% accuracy using predictive analytics.
  • It relies on the Multiclass Decision Forest algorithm, outperforming other models like Neural Networks.
  • Built with Flutter for front-end and Firebase for back-end, it offers real-time prediction capabilities.
  • Future enhancements require more data instances and significant variables for enhanced accuracy.

Cite This Study

Mahmud et al. (2023) studied this question.

synapsesocial.com/papers/68c1e24854b1d3bfb60ff22ehttps://doi.org/10.24191/mjoc.v8i2.22391
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