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With the rapid advancement of internet technology, the adaptability of adolescents to online learning has emerged as a focal point of interest within the educational sphere. However, the academic community's efforts to develop predictive…

Machine Learning · Computer Science 2024-09-02 Mingwei Wang , Sitong Liu

Problem-Based Learning (PBL) is a popular approach to instruction that supports students to get hands-on training by solving problems. Question Pool websites (QPs) such as LeetCode, Code Chef, and Math Playground help PBL by supplying…

Human-Computer Interaction · Computer Science 2021-02-05 Reza Hadi Mogavi , Xiaojuan Ma , Pan Hui

Early identification of at-risk students is critical for effective intervention in online learning environments. This study extends temporal prediction analysis to Week 20 (50% of course duration), comparing Decision Tree and Long Short-…

Machine Learning · Computer Science 2025-12-16 Vaarunay Kaushal , Rajib Mall

Faculty hiring shapes the flow of ideas, resources, and opportunities in academia, influencing not only individual career trajectories but also broader patterns of institutional prestige and scientific progress. While traditional studies…

Social and Information Networks · Computer Science 2025-07-22 Samantha Dies , David Liu , Tina Eliassi-Rad

Procrastination, the irrational delay of tasks, is a common occurrence in online learning. Potential negative consequences include higher risk of drop-outs, increased stress, and reduced mood. Due to the rise of learning management systems…

Machine Learning · Statistics 2022-07-01 Christof Imhof , Ioan-Sorin Comsa , Martin Hlosta , Behnam Parsaeifard , Ivan Moser , Per Bergamin

In school choice, students make decisions based on their expectations of particular schools' suitability, and the decision to gather information about schools is influenced by the acceptance odds determined by the mechanism in place. We…

Theoretical Economics · Economics 2023-03-15 SangMok Lee

Early warning signals have been proposed to forecast the possibility of a critical transition, such as the eutrophication of a lake, the collapse of a coral reef, or the end of a glacial period. Because such transitions often unfold on…

Populations and Evolution · Quantitative Biology 2012-10-04 Carl Boettiger , Alan Hastings

Both student retention in higher education and artificial intelligence governance face a common structural challenge: the application of linear regulatory frameworks to complex adaptive systems. Risk-based approaches dominate both domains,…

Computers and Society · Computer Science 2025-12-16 Hugo Roger Paz

The ability to sustain engagement and recover from setbacks (i.e., resilience) -- is fundamental for learning. When resilience weakens, students are at risk of disengagement and may drop out and miss on opportunities. Therefore, predicting…

Computers and Society · Computer Science 2026-02-03 Mohammed Saqr , Sonsoles López-Pernas , Santtu Tikka , Markus Wolfgang Hermann Spitzer

Accurate prediction of suicide risk in mental health patients remains an open problem. Existing methods including clinician judgments have acceptable sensitivity, but yield many false positives. Exploiting administrative data has a great…

Machine Learning · Statistics 2016-05-05 Thuong Nguyen , Truyen Tran , Shivapratap Gopakumar , Dinh Phung , Svetha Venkatesh

We have studied the impact of incoming preparation and demographic variables on student performance on the final exam in physics 1, the standard introductory, calculus-based mechanics course This was done at three different institutions…

Physics Education · Physics 2019-05-02 Shima Salehi , Eric Burkholder , G. Peter LePage , Steven Pollock , Carl Wieman

For more than 20 years, social network analysis of student collaboration networks has focused on a student's centrality to predict academic performance. And even though a growing amount of sociological literature has supported that academic…

Social and Information Networks · Computer Science 2018-10-12 David Burstein , Franklin Kenter , Feng Shi

In this work, we consider a school choice scenario where a student does not exactly know which college is better for her. Although it is hard for a student to obtain an exact preference, she can usually compare specific features of…

Computer Science and Game Theory · Computer Science 2026-02-16 Yao Zhang , Makoto Yokoo

The failure of landing a job for college students could cause serious social consequences such as drunkenness and suicide. In addition to academic performance, unconscious biases can become one key obstacle for hunting jobs for graduating…

Machine Learning · Computer Science 2019-12-30 Teng Guo , Feng Xia , Shihao Zhen , Xiaomei Bai , Dongyu Zhang , Zitao Liu , Jiliang Tang

Artificial intelligence (AI) based learning assistants and chatbots are increasingly integrated into higher education. While these tools are often evaluated in terms of technical performance, their successful and ethical use also depends on…

Human-Computer Interaction · Computer Science 2025-12-22 Ezgi Dağtekin , Ercan Erkalkan

Course enrollment recommendation is a relevant task that helps university students decide what is the best combination of courses to enroll in the next term. In particular, recommender system techniques like matrix factorization and…

Computers and Society · Computer Science 2020-11-26 Nicolas Araque , Germano Rojas , Maria Vitali

There are many factors that can influence the outcome for students in a mathematics PhD program: bachelor's GPA (BGPA), bachelor's major, GRE scores, gender, Under-Represented Minority (URM) status, institution tier, etc. Are these…

History and Overview · Mathematics 2018-03-05 Timmy Ma , Karen E. Wood , Di Xu , Patrick Guidotti , Alessandra Pantano , Natalia L. Komarova

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

In educational technology and learning sciences, there are multiple uses for a predictive model of whether a student will perform a task correctly or not. For example, an intelligent tutoring system may use such a model to estimate whether…

Artificial Intelligence · Computer Science 2015-01-13 April Galyardt , Ilya Goldin

The birth of massive open online courses (MOOCs) has had an undeniable effect on how teaching is being delivered. It seems that traditional in class teaching is becoming less popular with the young generation, the generation that wants to…

Computers and Society · Computer Science 2020-12-03 Sepinoud Azimi , Carmen-Gabriela Popa , Tatjana Cucić