Student’s Performance and Difficulties Prediction

Authors

  • Kumuda Kanatti Department of Computer Science Engineering, Dayananda Sagar University, Bangalore, India Author
  • Kehkashaan Khanum A Department of Computer Science Engineering, Dayananda Sagar University, Bangalore, India Author
  • Janani Jayashankar Department of Computer Science Engineering, Dayananda Sagar University, Bangalore, India Author
  • Gayathri P Department of Computer Science Engineering, Dayananda Sagar University, Bangalore, India Author
  • Ambeshwar Kumar Professor, Department of Computer Science Engineering, Dayananda Sagar University, Bangalore, India Author

DOI:

https://doi.org/10.47392/irjash.2023.S024

Keywords:

student traits, learning, questionnaire, algorithms, outcomes, treatments

Abstract

Every government and nation in the world strives to make advancements in the area of education because it’s a pivotal element of society. According to studies, pupil performance has declined after the nimbus- contagion epidemic that disintegrated life in 2020, which emphasizes the need to treat this problem more seriously and seek to pinpoint both the causes and the effective treatments. The educational system has been impacted in numerous ways. By assaying and assessing scholars’ academic performance while taking a variety of aspects into the account, the design aims to ameliorate academic, professional, and university guidance. Scholars will be surveyed using a questionnaire for this design, and data from the UCI Machine Learning Repository will also be used. Understanding the colorful aspects that affect scholars’ performance and prognosticating scholars’ success through the use of colorful machine learning algorithms to dissect pupil data and one’s issues The three different orders of pupil characteristics include particular traits, academic attributes, and behavioral traits. The pupils’ literacy achievements are told by their behavioral traits. It has been noted that regression and Classification models are constantly used in prediction.

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Published

2023-05-28