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Randomized evaluations of educational technology produce log data as a bi-product: highly granular data student and teacher usage. These datasets could shed light on causal mechanisms, effect heterogeneity, or optimal use. However, there…

Applications · Statistics 2021-06-30 Adam C Sales , John F Pane

Effective study strategies fail when preparatory tasks consume learning time. While AI educational tools demonstrate efficacy, understanding how they align with self-regulation needs in authentic study contexts remains limited. We conducted…

Human-Computer Interaction · Computer Science 2026-02-17 Hongming Li , Salah Esmaeiligoujar , Nazanin Adham , Hai Li , Rui Huang

Computational thinking, and by extension, computer programming, is notoriously challenging to learn. Conversational agents and generative artificial intelligence (genAI) have the potential to facilitate this learning process by offering…

Human-Computer Interaction · Computer Science 2024-06-17 Jacob Penney , João Felipe Pimentel , Igor Steinmacher , Marco A. Gerosa

Artificial Intelligence (AI) is becoming more and more popular as time passes, allowing to perform tasks that were difficult to do in the past. From predictions to customization, AI is being used in many areas, not being educational…

Computers and Society · Computer Science 2023-10-16 David Roldán-Álvarez

Feedback is essential for learning, but its effectiveness relies heavily on how well it engages students in the educational process. Generative AI offers novel opportunities to efficiently produce rich, formative feedback, ranging from…

Human-Computer Interaction · Computer Science 2026-04-16 Jie Cao , Chloe Qianhui Zhao , Christian Schunn , Elizabeth A. McLaughlin , Jionghao Lin , Kenneth R. Koedinger

Although generative artificial intelligence (AI) is not new, recent technological breakthroughs have transformed its capabilities across many domains. These changes necessitate new attention from educators and specialized training within…

Human-Computer Interaction · Computer Science 2025-10-27 Maria J. Molina , Amy McGovern , Jhayron S. Perez-Carrasquilla , Xiaowen Li , Robin L. Tanamachi

The rapid adoption of generative artificial intelligence (GenAI) in schools raises concerns about students' uncritical reliance on its outputs. Effective use of large language models (LLMs) requires not only technical knowledge but also the…

Computers and Society · Computer Science 2026-04-03 O. Clerc , R. Abdelghani , C. Desvaux , E. Poisson , P. Y. Oudeyer , H. Sauzéon

Students at all levels of education are increasingly relying on generative artificial intelligence (AI) tools to complete assignments and achieve higher exam scores. However, it remains unclear how this reliance affects their motivation,…

Computers and Society · Computer Science 2025-10-21 Márton Benedek , Balázs R. Sziklai

This study explores the effectiveness of AI tools in enhancing student learning, specifically in improving study habits, time management, and feedback mechanisms. The research focuses on how AI tools can support personalized learning,…

Artificial Intelligence · Computer Science 2024-12-04 Ben Ward , Deepshikha Bhati , Fnu Neha , Angela Guercio

People supported by AI-powered decision support tools frequently overrely on the AI: they accept an AI's suggestion even when that suggestion is wrong. Adding explanations to the AI decisions does not appear to reduce the overreliance and…

Human-Computer Interaction · Computer Science 2021-02-22 Zana Buçinca , Maja Barbara Malaya , Krzysztof Z. Gajos

Can a machine learn Machine Learning? This work trains a machine learning model to solve machine learning problems from a University undergraduate level course. We generate a new training set of questions and answers consisting of course…

Machine Learning · Computer Science 2021-07-06 Sunny Tran , Pranav Krishna , Ishan Pakuwal , Prabhakar Kafle , Nikhil Singh , Jayson Lynch , Iddo Drori

This paper presents an approach of using methods of process mining and rule-based artificial intelligence to analyze and understand study paths of students based on campus management system data and study program models. Process mining…

The computing education community has a rich history of pedagogical innovation designed to support students in introductory courses, and to support teachers in facilitating student learning. Very recent advances in artificial intelligence…

Data-driven approaches are becoming more common as problem-solving techniques in many areas of research and industry. In most cases, machine learning models are the key component of these solutions, but a solution involves multiple such…

Artificial Intelligence · Computer Science 2019-06-20 Parisa Kordjamshidi , Dan Roth , Kristian Kersting

Systems analysis students increasingly use Generative AI, yet current pedagogy lacks systematic approaches for teaching responsible AI orchestration that fosters critical thinking whilst meeting educational outcomes. Students risk accepting…

Human-Computer Interaction · Computer Science 2025-11-25 Mahmoud Elkhodr , Ergun Gide

In recent years, generative AI (GenAI) in educational settings has become ubiquitous in university students' daily lives, despite its potential to induce over-reliance, metacognitive disengagement, and diminished learning when used…

Computers and Society · Computer Science 2026-05-27 Janne Rotter , Pau Benazet i Montobbio , Davinia Hernández-Leo

Multi-agent AI systems, which simulate diverse instructional roles such as teachers and peers, offer new possibilities for personalized and interactive learning. Yet, student-AI interaction patterns and their pedagogical implications remain…

Human-Computer Interaction · Computer Science 2026-03-24 Zhanxin Hao , Jie Cao , Ruimiao Li , Jifan Yu , Zhiyuan Liu , Yu Zhang

As generative AI (GenAI) emerges as a transformative force, clear understanding of high school students' perspectives is essential for GenAI's meaningful integration in high school environments. In this work, we draw insights from a…

Human-Computer Interaction · Computer Science 2025-06-25 Isabella Pu , Prerna Ravi , Linh Dieu Dinh , Chelsea Joe , Caitlin Ogoe , Zixuan Li , Cynthia Breazeal , Anastasia K. Ostrowski

Inequities in student access to trigonometry and calculus are often associated with racial and socioeconomic privilege, and often influence introductory physics course performance. To mitigate these disparities in student preparedness, we…

Physics Education · Physics 2025-07-04 Yifan Lu , K. Supriya , Shanna Shaked , Elizabeth H. Simmons , Alexander Kusenko

When people receive advice while making difficult decisions, they often make better decisions in the moment and also increase their knowledge in the process. However, such incidental learning can only occur when people cognitively engage…

Human-Computer Interaction · Computer Science 2022-02-14 Krzysztof Z. Gajos , Lena Mamykina
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