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Related papers: Why Feedback Literacy Matters for Learning Analyti…

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Reflection is widely recognized as a cornerstone of student development, fostering critical thinking, self-regulation, and deep conceptual understanding. Traditionally, reflective skills have been cultivated through structured feedback,…

Human-Computer Interaction · Computer Science 2025-09-10 Bo Yuan , Jiazi Hu

While learning analytics dashboards (LADs) are the most common form of LA intervention, there is limited evidence regarding their impact on students learning outcomes. This systematic review synthesizes the findings of 38 research studies…

Human-Computer Interaction · Computer Science 2023-12-27 Rogers Kaliisa , Kamila Misiejuk , Sonsoles López-Pernas , Mohammad Khalil , Mohammed Saqr

Universities are increasingly adopting data-driven strategies to enhance student success, with AI applications like Learning Analytics (LA) and Predictive Learning Analytics (PLA) playing a key role in identifying at-risk students,…

Computers and Society · Computer Science 2024-10-10 Alba Morales Tirado , Paul Mulholland , Miriam Fernandez

Teaching assistants (TAs) are essential to grading and feedback provision in proof-based courses, yet these tasks are time-intensive and difficult to scale. Although Large Language Models (LLMs) have been studied for grading and feedback,…

Human-Computer Interaction · Computer Science 2026-03-02 Romina Mahinpei , Sofiia Druchyna , Manoel Horta Ribeiro

Learning Analytics Dashboard for Advisors is designed to provide data-driven insights and visualizations to support advisors in their decision-making regarding student academic progress, engagement, targeted support, and overall success.…

Computers and Society · Computer Science 2024-02-06 Suchith Reddy Vemula , Marcia Moraes

Eye-tracking offers rich insights into student cognition and engagement, but remains underutilized in classroom-facing educational technology due to challenges in data interpretation and accessibility. In this paper, we present the…

Learning analytics dashboards (LADs) simplify complex learner data into accessible visualisations, providing actionable insights for educators and students. However, their educational effectiveness has not always matched the sophistication…

Human-Centered learning analytics (HCLA) is an approach that emphasizes the human factors in learning analytics and truly meets user needs. User involvement in all stages of the design, analysis, and evaluation of learning analytics is the…

Computers and Society · Computer Science 2023-03-23 Mohamed Amine Chatti , Arham Muslim , Manpriya Guliani , Mouadh Guesmi

Written reflective practice is a regular exercise pre-service teachers perform during their higher education. Usually, their lecturers are expected to provide individual feedback, which can be a challenging task to perform on a regular…

Feedback plays a central role in learning, yet pre-service teachers' engagement with feedback depends not only on its quality but also on their perception of the feedback content and source. Large Language Models (LLMs) are increasingly…

Human-Computer Interaction · Computer Science 2025-07-23 Lucas Jasper Jacobsen , Ute Mertens , Thorben Jansen , Kira Elena Weber

Effectively supporting students in mastering all facets of self-regulated learning is a central aim of teachers and educational researchers. Prior research could demonstrate that formative feedback is an effective way to support students…

Physics Education · Physics 2024-12-31 Steffen Steinert , Karina E. Avila , Stefan Ruzika , Jochen Kuhn , Stefan Küchemann

Data storytelling workflows ask learners to integrate analytical, design, and narrative skills, but instructors rarely have the capacity to provide detailed feedback at each step. Computational and AI-assisted storytelling offers…

Human-Computer Interaction · Computer Science 2026-05-19 Jennifer Posada , Taha Hassan , Lujie Karen Chen , Louise Yarnall , Jiaqi Gong

Effective feedback is essential for student learning but is time-intensive for teachers. We present LearnLens, a modular, LLM-based system that generates personalised, curriculum-aligned feedback in science education. LearnLens comprises…

Computers and Society · Computer Science 2025-10-15 Runcong Zhao , Artem Bobrov , Jiazheng Li , Cesare Aloisi , Yulan He

Mobile applications and other integration of information and communication technology (ICT) have become well-known in education to monitor teaching and learning activities. The analysis of student learning through evaluation is a growing…

Human-Computer Interaction · Computer Science 2022-02-08 Ronel B. Dayanghirang , Alexander A. Hernandez

The learning analytics (LA) community has recently reached two important milestones: celebrating the 15th LAK conference and updating the 2011 definition of LA to reflect the 15 years of changes in the discipline. However, despite LA's…

Computers and Society · Computer Science 2026-01-13 Valdemar Švábenský , Conrad Borchers , Elvin Fortuna , Elizabeth B. Cloude , Dragan Gašević

Learning Analytics (LA) has rapidly expanded through practical and technological innovation, yet its foundational identity has remained theoretically under-specified. This paper addresses this gap by proposing the first axiomatic theory…

Computers and Society · Computer Science 2025-12-12 Kensuke Takii , Changhao Liang , Hiroaki Ogata

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

Learning Analytics is an emerging field in the vast areas of Educational Technology and Technology Enhanced Learning (TEL). It provides tools and techniques that offer researchers the ability to analyze, study, and benchmark institutions,…

Computers and Society · Computer Science 2016-06-14 Mohammad Khalil , Behnam Taraghi , Martin Ebner

The area of Learning Analytics has developed enormously since the first International Conference on Learning Analytics and Knowledge (LAK) in 2011. It is a field that combines different disciplines such as computer science, statistics,…

Computers and Society · Computer Science 2016-06-21 Mohammad Khalil , Martin Ebner

Large language models (LLMs) have demonstrated the ability to generate formative feedback and instructional hints in English, making them increasingly relevant for AI-assisted education. However, their ability to provide effective…

Computation and Language · Computer Science 2025-06-06 Junior Cedric Tonga , KV Aditya Srivatsa , Kaushal Kumar Maurya , Fajri Koto , Ekaterina Kochmar