REFERENCES

[1] Zeyu Zhao, Shang Wang, Yinghui Ge, Huagang Liu, "Application of Artificial Intelligence in  Education: An Intelligent Tutoring Robot Based  on Simulation Technology", 2025 IEEE 8th  Advanced Information Technology, Electronic  and Automation Control Conference (IAEAC),  vol.8, pp.446-452, 2025.“ 

[2] Abdullah, M Aqil Fahmi Sanjani, Riza Faishol,  Eny Nur Aisyah, AjiWahyudin, Sevia Diana  Safitri, Putri FahmadiaDindaMaulidaThohir,  "Role of Artificial Intelligence-based Machine  Learning in Improving the Quality of Students’  Academic Writing", 2025 5th International  Conference on Electronic and Electrical  Engineering and Intelligent System (ICE3IS),  pp.24-29, 2025. 

[3] M. Zafari et al., “Artificial Intelligence Applications in K-12 Education: A Systematic Literature Review,” IEEE Access, 2022. 

[4] Shuo Wang, Zhe Sun, Shang Wang, Jinru Ma,  Guna Wang, "Application of Computer-Assisted  Technology in the Development of Digital  Resources for Vocational College  Courses", 2025 7th International Conference on  Computer Science and Technologies in  Education (CSTE), pp.490-497, 2025. 

[5] S. K. Umamaheshwaran, Swetha. S, Arokiya Swetha. K, Rahini. S, Jasna Nevis. A,  Gayathri. U, "AI-ML Integrated Learning &Collaborative Chatbot for Learners and Jobseekers", 2025 International Conference on Computing and Communication Technologies (ICCCT), pp.1-6, 2025.

[6] I. Hossain et al., “Managing the Activities of a University Department through Android Application,” IJEAIS, 2023. 

[7] Cheng, Q., Li, B. & Zhou, Y. Research on Evaluation System of Classroom Teaching Quality in Colleges and Universities Based on 5G Environment.  In: Proc. 2021 International Conference on Control and Intelligent Robotics (74– 85), (2021). 

[8] Colaco, J. &Lohani, R. Design and Implementation of microstrip patch antenna for 5G applications. In 2020 5th International Conference on Communication and Electronics Systems (ICCES) (pp. 682–685).  (IEEE, 2020). 

[9] R. Sajja et al., “AI-Enabled Intelligent Assistant for Personalized Learning,” 2023. 

[10] N. F. AlOtaibi, “A Web-based Decision Support Platform for Student  Performance Prediction using Machine  Learning,” International Journal of Advances in Artificial Intelligence and Machine Learning, vol. 2, no. 3,   pp. 170–177, 2025. 

Cite This Article As: H. Jayamangala (2026), “An Intelligent Mobile-Based System for Student Academic Performance Prediction, Risk Assessment, and Personalized Learning”, International Journal of Human Resource& Industrial Research, Volume 13, Issue 1, 2026, pp 125-134.   DOI: https://doi.org/10.5281/zenodo.22270225

REFERENCES

[1] Zeyu Zhao, Shang Wang, Yinghui Ge, Huagang Liu, "Application of Artificial Intelligence in  Education: An Intelligent Tutoring Robot Based  on Simulation Technology", 2025 IEEE 8th  Advanced Information Technology, Electronic  and Automation Control Conference (IAEAC),  vol.8, pp.446-452, 2025.“ 

[2] Abdullah, M Aqil Fahmi Sanjani, Riza Faishol,  Eny Nur Aisyah, AjiWahyudin, Sevia Diana  Safitri, Putri FahmadiaDindaMaulidaThohir,  "Role of Artificial Intelligence-based Machine  Learning in Improving the Quality of Students’  Academic Writing", 2025 5th International  Conference on Electronic and Electrical  Engineering and Intelligent System (ICE3IS),  pp.24-29, 2025. 

[3] M. Zafari et al., “Artificial Intelligence Applications in K-12 Education: A Systematic Literature Review,” IEEE Access, 2022. 

[4] Shuo Wang, Zhe Sun, Shang Wang, Jinru Ma,  Guna Wang, "Application of Computer-Assisted  Technology in the Development of Digital  Resources for Vocational College  Courses", 2025 7th International Conference on  Computer Science and Technologies in  Education (CSTE), pp.490-497, 2025. 

[5] S. K. Umamaheshwaran, Swetha. S, Arokiya Swetha. K, Rahini. S, Jasna Nevis. A,  Gayathri. U, "AI-ML Integrated Learning &Collaborative Chatbot for Learners and Jobseekers", 2025 International Conference on Computing and Communication Technologies (ICCCT), pp.1-6, 2025.

[6] I. Hossain et al., “Managing the Activities of a University Department through Android Application,” IJEAIS, 2023. 

[7] Cheng, Q., Li, B. & Zhou, Y. Research on Evaluation System of Classroom Teaching Quality in Colleges and Universities Based on 5G Environment.  In: Proc. 2021 International Conference on Control and Intelligent Robotics (74– 85), (2021). 

[8] Colaco, J. &Lohani, R. Design and Implementation of microstrip patch antenna for 5G applications. In 2020 5th International Conference on Communication and Electronics Systems (ICCES) (pp. 682–685).  (IEEE, 2020). 

[9] R. Sajja et al., “AI-Enabled Intelligent Assistant for Personalized Learning,” 2023. 

[10] N. F. AlOtaibi, “A Web-based Decision Support Platform for Student  Performance Prediction using Machine  Learning,” International Journal of Advances in Artificial Intelligence and Machine Learning, vol. 2, no. 3,   pp. 170–177, 2025.