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The ability to accurately predict and analyze student performance in online education, both at the outset and throughout the semester, is vital. Most of the published studies focus on binary classification (Fail or Pass) but there is still…

Machine Learning · Computer Science 2024-12-10 Naveed Ur Rehman Junejo , Muhammad Wasim Nawaz , Qingsheng Huang , Xiaoqing Dong , Chang Wang , Gengzhong Zheng

Measuring online behavioural student engagement often relies on simple count indicators or retrospective, predictive methods, which present challenges for real-time application. To address these limitations, we reconceptualise an existing…

Computers and Society · Computer Science 2025-07-17 Laura J. Johnston , Jim E. Griffin , Ioanna Manolopoulou , Takoua Jendoubi

Course load analytics (CLA) inferred from LMS and enrollment features can offer a more accurate representation of course workload to students than credit hours and potentially aid in their course selection decisions. In this study, we…

Computers and Society · Computer Science 2022-12-21 Conrad Borchers , Zachary A. Pardos

This full paper in the research track evaluates the usage of data logged from cybersecurity exercises in order to predict students who are potentially at risk of performing poorly. Hands-on exercises are essential for learning since they…

This paper explores advancements in Artificial Intelligence technologies to enhance classroom learning, highlighting contributions from companies like IBM, Microsoft, Google, and ChatGPT, as well as the potential of brain signal analysis.…

Computers and Society · Computer Science 2025-03-11 Shadeeb Hossain

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 main objective of higher education institutions is to provide quality education to its students. One way to achieve highest level of quality in higher education system is by discovering knowledge for prediction regarding enrolment of…

Information Retrieval · Computer Science 2012-01-18 Brijesh Kumar Baradwaj , Saurabh Pal

There is a critical need to develop new educational technology applications that analyze the data collected by universities to ensure that students graduate in a timely fashion (4 to 6 years); and they are well prepared for jobs in their…

Machine Learning · Computer Science 2017-09-19 Zhiyun Ren , Xia Ning , Huzefa Rangwala

This paper addresses the question of identifying the time-window in short-term past from which the information regarding the future occupant's window opening actions and resulting window states in buildings can be predicted. The addressed…

Computers and Society · Computer Science 2018-09-27 Romana Markovic , Jérôme Frisch , Christoph van Treeck

Currently, college-going students are taking longer to graduate than their parental generations. Further, in the United States, the six-year graduation rate has been 59% for decades. Improving the educational quality by training…

Artificial Intelligence · Computer Science 2019-02-28 Qian Hu , Huzefa Rangwala

Many English-as-a-second language learners have trouble using near-synonym words (e.g., small vs.little; briefly vs.shortly) correctly, and often look for example sentences to learn how two nearly synonymous terms differ. Prior work uses…

Computation and Language · Computer Science 2020-10-06 Yun-Hsuan Jen , Chieh-Yang Huang , Mei-Hua Chen , Ting-Hao 'Kenneth' Huang , Lun-Wei Ku

Creating effective educational materials generally requires expensive and time-consuming studies of student learning outcomes. To overcome this barrier, one idea is to build computational models of student learning and use them to optimize…

Artificial Intelligence · Computer Science 2024-05-07 Joy He-Yueya , Noah D. Goodman , Emma Brunskill

Artificial intelligence (AI) tutors have become increasingly popular in learning environments. In this study, we propose an AI agent prototype framework for exploring AI-assisted learning with temporal interaction patterns, multiple…

Computers and Society · Computer Science 2026-04-21 Yiyao Yang , Yasemin Gulbahar

Engaging messages delivered by teachers are a key aspect of the classroom discourse that influences student outcomes. However, improving this communication is challenging due to difficulties in obtaining observations. This study presents a…

Computation and Language · Computer Science 2024-12-17 Samuel Falcon , Carmen Alvarez-Alvarez , Jaime Leon

With increasing popularity in online learning, a surge of E-learning platforms have emerged to facilitate education opportunities for k-12 (from kindergarten to 12th grade) students and with this, a wealth of information on their learning…

Human-Computer Interaction · Computer Science 2019-09-24 Meng Xia , Huan Wei , Min Xu , Leo Yu Ho Lo , Yong Wang , Rong Zhang , Huamin Qu

The introductory programming course (CS1) at the university level is often perceived as particularly challenging, contributing to high dropout rates among Computer Science students. Identifying when and how students encounter difficulties…

Computers and Society · Computer Science 2026-04-28 Denis Zhidkikh , Ville Isomöttönen , Toni Taipalus

With the rapid emergence of K-12 online learning platforms, a new era of education has been opened up. It is crucial to have a dropout warning framework to preemptively identify K-12 students who are at risk of dropping out of the online…

Computers and Society · Computer Science 2020-06-02 Hang Li , Wenbiao Ding , Zitao Liu

Technology enables a more sustainable and universally accessible educational model. However, technology has brought a paradox into students' lives: it helps them engage in learning activities, but it is also a source of distraction. During…

Computers and Society · Computer Science 2024-02-09 María Ángeles Pérez-Juárez , David González-Ortega , Javier Manuel Aguiar-Pérez

In this paper we conduct an analysis of Moodle activity data focused on identifying early predictors of good student performance. The analysis shows that three relevant hypotheses are largely supported by the data. These hypotheses are:…

Computers and Society · Computer Science 2016-01-13 Ewa Młynarska , Derek Greene , Pádraig Cunningham

Computer science's increased recognition as a prominent field of study has attracted students with diverse academic backgrounds. This has significantly increased the already high failure rates in introductory courses. To address this…

Computers and Society · Computer Science 2025-10-28 Eric Hics , Vinhthuy Phan , Kriangsiri Malasri
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