StressAlert: Early Detection of Student Stress

International Journal of Computer Techniques

Volume 12 Issue 3, June 2025

ISSN: 2394-2231 | https://ijctjournal.org/ | Page 2

Deepak Singh1, Mr. Ankur Kumar Varshney2

1Information Technology, Noida Institute of Engineering and Technology, Greater Noida, India.
Email: deepaksingh06122003@gmail.com
2Department of Information Technology, Noida Institute of Engineering and Technology, Greater Noida, India.

Abstract

This paper aims to develop a machine learning model to predict student stress based on relevant academic, behavioral, and personal attributes. The prediction model is built using numerous combinations of features and various well-known classification algorithms. We achieve a greater performance level with our proposed student stress prediction model with an accuracy of 86%.

Keywords

Machine Learning, Stress Prediction, Classification Techniques, Predictive Modeling, Mental Health, Academic Performance

References

  1. Wang, R., et al. (2020)… https://doi.org/10.1145/3397325
  2. Dziak, J. J., et al. (2020)… 6136.
  3. Sharma, M., & Sharma, S. (2021)… 6747–6751.
  4. Alzahrani, A., et al. (2021)… 1284.
  5. Haque, M. M., et al. (2020)… 140-146.
  6. Sano, A., & Picard, R. W. (2019)…
  7. Islam, M. R., et al. (2022)… 12119–12138.
  8. Nandi, D., & Dey, S. (2021)… 199-206.
  9. Lahane, S., & Kale, S. (2020)… 4838-4842.
  10. Thapliyal, A., et al. (2022)… 103076.
  11. Panigrahi, S., et al. (2021)… 8681-8685.
  12. Silva, J. P., et al. (2021)… 1-14.
  13. Kim, H., & Han, J. (2022)… 1736.
  14. Patel, J., & Prajapati, H. (2020)… 979-983.
  15. Dubey, A., et al. (2022)… 4320-4325.
  16. Joshi, M., et al. (2020)… 290-297.
  17. Bala, K., & Kumari, P. (2021)… 1388-1397.
  18. Chaudhari, P., & Salunkhe, S. (2022)… 246-250.
  19. Verma, A., et al. (2021)… 5616-5622.
  20. Dores, A. R., et al. (2020)… https://doi.org/10.1016/j.chbr.2020

How to Cite

Deepak Singh, Mr. Ankur Kumar Varshney, “StressAlert: Early Detection of Student Stress,” International Journal of Computer Techniques, Volume 12, Issue 3, June 2025. ISSN: 2394-2231

Post Comment