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Understanding socio-academic and economic factors influencing students' performance is crucial for effective educational interventions. This study employs several machine learning techniques and causal analysis to predict and elucidate the…

Machine Learning · Computer Science 2025-06-17 Md. Biplob Hosen , Sabbir Ahmed , Bushra Akter , Mehrin Anannya

Growth mindset interventions foster students' beliefs that their abilities can grow through effort and appropriate strategies. However, not every student benefits from such interventions - yet research identifying which student factors…

Computers and Society · Computer Science 2021-03-30 Nigel Bosch

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

Excellent students are not only those who master more effective and efficient learning techniques to acquire and apply information. Even in the absence of correct learning, they are able to self-motivate, evaluate, and adjust their…

Computers and Society · Computer Science 2024-04-18 Zhiqiang Zhao , Ping Ren , Qian Yang

The purpose of this study is to explore students' backtracking patterns in using a digital textbook and reveal the relationship between backtracking behaviors and academic performance as well as learning styles. The study was carried out…

Human-Computer Interaction · Computer Science 2022-06-10 Bo Jiang , Meijun Gu , Chengjiu Yin

The rise in popularity of physical activity trackers provides extensive opportunities for research on personal health, however, barriers such as compliance attrition can lead to substantial losses in data. As such, insights into student's…

Human-Computer Interaction · Computer Science 2018-04-13 Louis Faust , Priscilla Jiménez , David Hachen , Omar Lizardo , Aaron Striegel , Nitesh V. Chawla

The identification and analysis of student satisfaction is a challenging issue. This is becoming increasingly important since a measure of student satisfaction is taken as an indication of how well a course has been taught. However, it…

Computers and Society · Computer Science 2020-06-16 Farzana Afrin , Mohammad Saiedur Rahaman , Margaret Hamilton

This research aims to develop machine learning models for students academic performance and study strategies prediction which could be generalized to all courses in higher education. Key learning attributes (intrinsic, extrinsic, autonomy,…

Machine Learning · Computer Science 2022-10-18 Fidelia A. Orji , Julita Vassileva

Having observed low success rates among first-year university students in both Belgium and France, we develop prediction models in this paper in order to identify, at the earliest possible stage, those students who are at risk of failing at…

Computers and Society · Computer Science 2014-08-22 Thibaut Lust , Nadine Meskens , Mario Ahues

Academic procrastination is a persistent challenge in computing education, yet evidence on the effectiveness of course-level interventions remains fragmented across diverse designs and contexts. We present a systematic literature review of…

Computers and Society · Computer Science 2026-04-07 Daniel Cheng , Oscar Heath , Daniyaal Farooqi , Evelyn Chou , Alice Gao , Jonathan Calver

Among the general population, students are especially sensitive to social media and smartphones because of their pervasiveness. Several studies have shown that there is a negative correlation between social media and academic performance…

Computers and Society · Computer Science 2020-06-29 Fausto Giunchiglia , Mattia Zeni , Elisa Gobbi , Enrico Bignotti , Ivano Bison

Monitoring of students behavior in school needs further consideration in order to lessen the number of casualties in every term. The study designs a data driven decision support on students behavior utilizing Fuzzy Based Approach. The study…

Human-Computer Interaction · Computer Science 2021-01-28 Jerry M. Lumasag , Hidear Talirongan , Florence Jean B. Talirongan , Charies L. Labanza

This study examines the impact of an AI instructional agent on students' perceived learner control and academic performance in a medium demanding course with lecturing as the main teaching strategy. Based on a randomized controlled trial,…

Computers and Society · Computer Science 2025-05-29 Fei Qin , Zhanxin Hao , Jifan Yu , Zhiyuan Liu , Yu Zhang

The past decade has seen a growth in the development and deployment of educational technologies for assisting college-going students in choosing majors, selecting courses and acquiring feedback based on past academic performance. Grade…

Machine Learning · Computer Science 2018-01-18 Zhiyun Ren , Xia Ning , Huzefa Rangwala

Studies have indicated that personality is related to achievement, and several personality assessment models have been developed. However, most are either questionnaires or based on marker systems, which entails limitations. We proposed a…

Human-Computer Interaction · Computer Science 2026-05-20 Chun-Hsiung Tseng , Hao-Chiang Koong Lin , Andrew Chih-Wei Huang , Jia-Rou Lin

Data mining is known to have a potential for predicting user performance. However, there are few studies that explore its potential for predicting student behavior in a procedural training environment. This paper presents a collective…

Human-Computer Interaction · Computer Science 2025-12-24 Diego Riofrío-Luzcando , Jaime Ramírez , Marta Berrocal-Lobo

The purpose of this research is to study the possibility of identifying students, statistically, by analyzing their behavior in different consecutive activities. In this project, there are three different sorts of activities: animated…

Social and Information Networks · Computer Science 2019-04-05 Abdulelah Abuabat , Peter Brusilovsky

Blended courses that mix in-person instruction with online platforms are increasingly popular in secondary education. These tools record a rich amount of data on students' study habits and social interactions. Prior research has shown that…

Computers and Society · Computer Science 2019-06-25 Niki Gitinabard , Yiqiao Xu , Sarah Heckman , Tiffany Barnes , Collin F. Lynch

Student mental health is an increasing concern in academic institutions, where stress can severely impact well-being and academic performance. Traditional assessment methods rely on subjective surveys and periodic evaluations, offering…

Machine Learning · Computer Science 2025-08-05 Md Sultanul Islam Ovi , Jamal Hossain , Md Raihan Alam Rahi , Fatema Akter

We study student behavior and performance in two Massive Open Online Courses (MOOCs). In doing so, we present two frameworks by which video-watching clickstreams can be represented: one based on the sequence of events created, and another…

Social and Information Networks · Computer Science 2015-10-06 Christopher G. Brinton , Swapna Buccapatnam , Mung Chiang , H. V. Poor