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This research investigates the use of machine learning methods to forecast students' academic performance in a school setting. Students' data with behavioral, academic, and demographic details were used in implementations with standard…

Computers and Society · Computer Science 2025-06-11 A. G. R. Sandeepa , Sanka Mohottala

The study is conducted to evaluate the job satisfaction among the administrative and teaching faculties in higher educational institutions. Many researchers have conducted studies to evaluate differences in job perception between teaching…

History and Overview · Mathematics 2023-09-15 Mahak Bhatia , Aled Williams

Academic performance depends on a multivariable nexus of socio-academic and financial factors. This study investigates these influences to develop effective strategies for optimizing students' CGPA. To achieve this, we reviewed various…

Machine Learning · Computer Science 2025-08-04 Bushra Akter , Md Biplob Hosen , Sabbir Ahmed , Mehrin Anannya , Md. Farhad Hossain

In computer science, students could benefit from more opportunities to learn important, high-level concepts and to improve their learning skills. Peer review is one method to encourage this by providing students with the opportunity to…

Computers and Society · Computer Science 2009-07-21 Scott Turner , Manuel A. Perez-Quinones

This study presents a systematic approach to identifying and characterizing student misconceptions in online learning environments through a novel combination of quantitative performance analysis and large language model (LLM) assessment.…

Computation and Language · Computer Science 2026-05-04 Michael J. Parker , Maria G. Zavala-Cerna

Student's academic performance prediction empowers educational technologies including academic trajectory and degree planning, course recommender systems, early warning and advising systems. Given a student's past data (such as grades in…

Machine Learning · Computer Science 2020-01-06 Qian Hu , Huzefa Rangwala

Text-based open-ended questions in academic formative and summative assessments help students become deep learners and prepare them to understand concepts for a subsequent conceptual assessment. However, grading text-based questions,…

Computers and Society · Computer Science 2024-01-17 Rujun Gao , Hillary E. Merzdorf , Saira Anwar , M. Cynthia Hipwell , Arun Srinivasa

Now-a-days the amount of data stored in educational database increasing rapidly. These databases contain hidden information for improvement of students' performance. Educational data mining is used to study the data available in the…

Machine Learning · Computer Science 2012-03-20 Surjeet Kumar Yadav , Saurabh Pal

Predicting students' academic performance is one of the key tasks of educational data mining (EDM). Traditionally, the high forecasting quality of such models was deemed critical. More recently, the issues of fairness and discrimination…

Machine Learning · Computer Science 2023-01-31 Tai Le Quy , Thi Huyen Nguyen , Gunnar Friege , Eirini Ntoutsi

Amidst the rapid evolution of LLMs, the significance of evaluation in comprehending and propelling these models forward is increasingly paramount. Evaluations have revealed that factors such as scaling, training types, architectures and…

Computation and Language · Computer Science 2024-06-25 Kun Sun , Rong Wang , Anders Søgaard

Self-efficacy is a significant construct in education due to its predictive relationship with achievement. Existing measures of assessment-related self-efficacy concentrate on students' beliefs about content-specific tasks but omit beliefs…

History and Overview · Mathematics 2025-08-27 Kaitlin Riegel , Tanya Evans , Jason M. Stephens

Learning management systems (LMSs) have become essential in higher education and play an important role in helping educational institutions to promote student success. Traditionally, LMSs have been used by postsecondary institutions in…

Computers and Society · Computer Science 2022-05-02 Ying Guo , Cengiz Gunay , Sairam Tangirala , David Kerven , Wei Jin , Jamye Curry Savage , Seungjin Lee

Reflective writing is part of many higher education courses across the globe. It is often considered a challenging task for students as it requires self-regulated learning skills to appropriately plan, timely engage and deeply reflect on…

Computers and Society · Computer Science 2022-11-16 Wannapon Suraworachet , Qi Zhou , Mutlu Cukurova

Generative AI systems such as ChatGPT have a disruptive effect on learning and assessment. Computer science requires practice to develop skills in problem solving and programming that are traditionally developed using assignments.…

Computers and Society · Computer Science 2023-11-29 Kevin Wang , Seth Akins , Abdallah Mohammed , Ramon Lawrence

Data-driven decision making is serving and transforming education. We approached the problem of predicting students' performance by using multiple data sources which came from online courses, including one we created. Experimental results…

Computers and Society · Computer Science 2021-09-17 Mélina Verger , Hugo Jair Escalante

Curriculum Analytics (CA) studies curriculum structure and student data to ensure the quality of educational programs. One desirable property of courses within curricula is that they are not unexpectedly more difficult for students of…

Computers and Society · Computer Science 2024-06-10 Frederik Baucks , Robin Schmucker , Conrad Borchers , Zachary A. Pardos , Laurenz Wiskott

This article provides a review of the literature of students' feedback papers published in recent years employing data mining techniques. In particular, the focus is to highlight those papers which are using either machine learning or deep…

Computers and Society · Computer Science 2020-11-12 Maryam Edalati

Online education platforms have experienced explosive growth over the past decade, generating massive volumes of user-generated content in the form of reviews, ratings, and behavioral logs. These heterogeneous signals provide unprecedented…

Graphics · Computer Science 2026-04-14 Arman Bekov , Azamat Nurgali

Prior research has shown that physics students often think about experimental procedures and data analysis very differently from experts. One key framework for analyzing student thinking has found that student thinking is more point-like,…

Physics Education · Physics 2020-07-16 Courtney L. While , Emily M. Stump , N. G. Holmes , Gina Passante

With the rapid adoption of AI tools in learning contexts, it is vital to understand how these systems shape users' reading processes and cognitive engagement. We collected and analyzed text from 124 sessions with AI tools, in which students…

Human-Computer Interaction · Computer Science 2025-04-22 Yue Fu , Alexis Hiniker
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