Investigating prompts for supporting students' self-regulation – A remaining challenge for learning analytics approaches?
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Delivering personalised scaffolds automatically during a student task requires formulating rules that map learning analytics insights to actionable suggestions for specific learning tasks.
“However, delivering personalised scaffolds automatically during the student task requires the formulation of rules that map insights from LA to actionable suggestions for specific learning tasks (Backhaus et al., 2017; Schumacher and Ifenthaler, 2021; Li et al., 2023; Liu et al., 2024b; Gunawardena et al., 2024; Li et al., 2025).”
From Towards reliable generative AI-driven scaffolding: Reducing hallucinations and enhancing quality in self-regulated learning support (2026) · cites this paper as Schumacher and Ifenthaler, 2021
Cites
Handbook of research on teaching
Wittrock, M. C. (1986) · Bibliothèque et Archives nationales du Québec (Québec government) · Cited by 10,630 · see citing works
Becoming a Self-Regulated Learner: An Overview
Zimmerman, B. J. (2002) · Theory Into Practice · doi:10.1207/s15430421tip4102_2 · Cited by 7,305 · see citing works
Zimmerman, B. J. (2000) · Handbook of Self-Regulation · doi:10.1016/b978-012109890-2/50031-7 · Cited by 6,069 · see citing works
Sweller, J., Ayres, P., & Kalyuga, S. (2011) · Springer eBooks · doi:10.1007/978-1-4419-1428-6_446 · Cited by 5,538 · see citing works
The Role of Goal Orientation in Self-Regulated Learning
Pintrich, P. R. (2000) · Handbook of Self-Regulation · doi:10.1016/b978-012109890-2/50043-3 · Cited by 5,173 · see citing works
(2000) · Elsevier eBooks · doi:10.1016/b978-0-12-109890-2.x5027-6 · Cited by 4,439 · see citing works
Zimmerman, B. J. (2008) · American Educational Research Journal · doi:10.3102/0002831207312909 · Cited by 3,735 · see citing works
Learning Theories: An Educational Perspective
Schunk, D. H. (1991) · Cited by 3,725 · see citing works
Assessing Metacognitive Awareness
Schraw, G., & Dennison, R. S. (1994) · Contemporary Educational Psychology · doi:10.1006/ceps.1994.1033 · Cited by 3,199 · see citing works
Metacognition in Educational Theory and Practice
Hacker, D. J., Dunlosky, J. T., & Graesser, A. C. (1998) · Routledge eBooks · doi:10.4324/9781410602350 · Cited by 2,138 · see citing works
Self-Regulated Learning and Academic Achievement
Zimmerman, B. J., & Schunk, D. H. (1989) · Springer series in cognitive development · doi:10.1007/978-1-4612-3618-4 · Cited by 1,885 · see citing works
Broadbent, J., & Poon, W. L. (2015) · The Internet and Higher Education · doi:10.1016/j.iheduc.2015.04.007 · Cited by 1,692 · see citing works
Studying as Self-Regulated Learning
(1998) · Metacognition in Educational Theory and Practice · doi:10.4324/9781410602350-19 · Cited by 1,589 · see citing works
The teaching of learning strategies
Weinste, N. (1986) · Medical Entomology and Zoology · Cited by 1,545 · see citing works
Self-regulated learning: where we are today
Boekaerts, M. (1999) · International Journal of Educational Research · doi:10.1016/s0883-0355(99)00014-2 · Cited by 1,358 · see citing works
Learning analytics: drivers, developments and challenges
Ferguson, R. (2012) · International Journal of Technology Enhanced Learning · doi:10.1504/ijtel.2012.051816 · Cited by 1,357 · see citing works
Attaining self-regulation : a social cognitive perspective
Zimmerman, B. J. (2000) · HAL (Le Centre pour la Communication Scientifique Directe) · Cited by 1,237 · see citing works
Theories of Self-Regulated Learning and Academic Achievement: An Overview and Analysis
Zimmerman, B. J. (2013) · doi:10.4324/9781410601032-5 · Cited by 1,139 · see citing works
Encyclopedia of the Sciences of Learning
(2012) · doi:10.1007/978-1-4419-1428-6 · Cited by 1,091 · see citing works
Let’s not forget: Learning analytics are about learning
Gašević, D., Dawson, S., & Siemens, G. (2015) · TechTrends · doi:10.1007/s11528-014-0822-x · Cited by 1,049 · see citing works
McLoughlin, C., & Lee, M. J. W. (2010) · Australasian Journal of Educational Technology · doi:10.14742/ajet.1100 · Cited by 921 · see citing works
Ball, S. A. (1977) · Medical Entomology and Zoology · Cited by 879 · see citing works
(2012) · DSpace (Open University in the Netherlands) · Cited by 754 · see citing works
Does adaptive scaffolding facilitate students’ ability to regulate their learning with hypermedia?
Azevedo, R., Cromley, J. G., & Seibert, D. C. (2003) · Contemporary Educational Psychology · doi:10.1016/j.cedpsych.2003.09.002 · Cited by 474 · see citing works
An overview of learning analytics
Clow, D. (2013) · Teaching in Higher Education · doi:10.1080/13562517.2013.827653 · Cited by 436 · see citing works
Costa, E. D. B., Fonseca, B., Santana, M. A., de Araújo, F. F., & Rego, J. B. A. (2017) · Computers in Human Behavior · doi:10.1016/j.chb.2017.01.047 · Cited by 420 · see citing works
International Handbook of Metacognition and Learning Technologies
Molenaar, I., van Boxtel, C., Sleegers, P. J. C., Azevedo, R., & Aleven, V. (2013) · Springer international handbooks of education · doi:10.1007/978-1-4419-5546-3 · Cited by 405 · see citing works
Handbook of Learning Analytics
Lang, C. E., Siemens, G. E., Wise, A. E., & Gašević, D. (2017) · Society for Learning Analytics Research (SoLAR) eBooks · doi:10.18608/hla17 · Cited by 401 · see citing works
The Teaching of Learning Strategies.
Weinstein, C. E., & Mayer, R. E. (1983) · Cited by 378 · see citing works
Visual learning analytics of educational data: A systematic literature review and research agenda
Vieira, C., Parsons, P., & Byrd, V. (2018) · Computers & Education · doi:10.1016/j.compedu.2018.03.018 · Cited by 316 · see citing works
Student perceptions of privacy principles for learning analytics
Ifenthaler, D., & Schumacher, C. (2016) · Educational Technology Research and Development · doi:10.1007/s11423-016-9477-y · Cited by 314 · see citing works
Self-citationNumbers are not enough. Why e-learning analytics failed to inform an institutional strategic plan
Macfadyen, L. P., & Dawson, S. (2012) · Cited by 284 · see citing works
Cognition and Metacognition within Self-Regulated Learning
Winne, P. H. (2017) · Handbook of Self-Regulation of Learning and Performance · doi:10.4324/9781315697048-3 · Cited by 274 · see citing works
Lehmann, T., Hähnlein, I. S., & Ifenthaler, D. (2013) · Computers in Human Behavior · doi:10.1016/j.chb.2013.07.051 · Cited by 263 · see citing works
Self-citationEnhancing self-regulated learning by writing learning protocols
Nückles, M., Hübner, S., & Renkl, A. (2009) · Learning and Instruction · doi:10.1016/j.learninstruc.2008.05.002 · Cited by 252 · see citing works
Kauffman, D. F. (2004) · Journal of Educational Computing Research · doi:10.2190/ax2d-y9vm-v7px-0tad · Cited by 244 · see citing works
Why Theory Matters More than Ever in the Age of Big Data
Wise, A. F., & Shaffer, D. W. (2015) · Journal of Learning Analytics · doi:10.18608/jla.2015.22.2 · Cited by 242 · see citing works
Ifenthaler, D., & Widanapathirana, C. (2014) · Technology Knowledge and Learning · doi:10.1007/s10758-014-9226-4 · Cited by 236 · see citing works
Self-citationSupporting self-regulated hypermedia learning through prompts
Bannert, M., & Reimann, P. (2011) · Instructional Science · doi:10.1007/s11251-011-9167-4 · Cited by 222 · see citing works
Determining the effectiveness of prompts for self-regulated learning in problem-solving scenarios
Ifenthaler, D. (2012) · Deakin Research Online (Deakin University) · Cited by 202 · see citing works
Self-citationPromoting Self-Regulated Learning Through Prompts
Bannert, M. (2009) · Zeitschrift für Pädagogische Psychologie · doi:10.1024/1010-0652.23.2.139 · Cited by 195 · see citing works
Peverly, S. T., Brobst, K. E., Graham, M., & Shaw, R. (2003) · Journal of Educational Psychology · doi:10.1037/0022-0663.95.2.335 · Cited by 194 · see citing works
Bannert, M., Sonnenberg, C., Mengelkamp, C., & Pieger, E. (2015) · Computers in Human Behavior · doi:10.1016/j.chb.2015.05.038 · Cited by 180 · see citing works
Ferguson, R., & Clow, D. (2017) · International Conference on Learning Analytics and Knowledge (LAK) · doi:10.1145/3027385.3027396 · Cited by 170 · see citing works
Learning Analytics for Self-Regulated Learning
Winne, P. H. (2017) · Society for Learning Analytics Research (SoLAR) eBooks · doi:10.18608/hla17.021 · Cited by 169 · see citing works
Self-regulated learning in higher education: identifying key component processes
Cassidy, S. (2011) · Studies in Higher Education · doi:10.1080/03075079.2010.503269 · Cited by 164 · see citing works
Winne, P. H., & Baker, R. S. (2013) · Journal of Educational Data Mining · doi:10.5281/zenodo.3554619 · Cited by 162 · see citing works
Learning Analytics and Digital Badges: Potential Impact on Student Retention in Higher Education
Mah, D.-K. (2016) · Technology Knowledge and Learning · doi:10.1007/s10758-016-9286-8 · Cited by 158 · see citing works
Pielot, M., Cardoso, B., Katevas, K., Serrà, J., Matic, A., & Oliver, N. (2017) · Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies · doi:10.1145/3130956 · Cited by 149 · see citing works
Kramarski, B., & Kohen, Z. (2016) · Metacognition and Learning · doi:10.1007/s11409-016-9164-8 · Cited by 147 · see citing works
The adaptable learning process: initiating and maintaining behavioural change.
Boekaerts, M. (1992) · Applied Psychology · doi:10.1111/j.1464-0597.1992.tb00713.x · Cited by 147 · see citing works
Effects of Reflection Prompts When Learning with Hypermedia
Bannert, M. (2006) · Journal of Educational Computing Research · doi:10.2190/94v6-r58h-3367-g388 · Cited by 136 · see citing works
Effects of self-regulation prompts in hypermedia learning on learning performance and self-efficacy
Müller, N., & Seufert, T. (2018) · Learning and Instruction · doi:10.1016/j.learninstruc.2018.04.011 · Cited by 120 · see citing works
Flipping the Classroom: Embedding Self-Regulated Learning Prompts in Videos
Moos, D. C., & Bonde, C. (2015) · Technology Knowledge and Learning · doi:10.1007/s10758-015-9269-1 · Cited by 116 · see citing works
Learning analytics: challenges and limitations
Wilson, A. N., Watson, C., Thompson, T. L., Drew, V., & Doyle, S. (2017) · Teaching in Higher Education · doi:10.1080/13562517.2017.1332026 · Cited by 116 · see citing works
Scaffolding Hypermedia Learning Through Metacognitive Prompts
Bannert, M., & Mengelkamp, C. (2013) · Springer international handbooks of education · doi:10.1007/978-1-4419-5546-3_12 · Cited by 103 · see citing works
Daumiller, M. H., & Dresel, M. (2018) · The Journal of Experimental Education · doi:10.1080/00220973.2018.1448744 · Cited by 95 · see citing works
Is it Merely a Question of “What” to Prompt or Also “When” to Prompt?
Thillmann, H., Künsting, J., Wirth, J., & Leutner, D. (2009) · Zeitschrift für Pädagogische Psychologie · doi:10.1024/1010-0652.23.2.105 · Cited by 88 · see citing works
Student note-taking related to university examination performance
Nye, P. A., Crooks, T. J., Powley, M., & Tripp, G. (1984) · Higher Education · doi:10.1007/bf00136532 · Cited by 86 · see citing works
Learning Analytics: at the Nexus of Big Data, Digital Innovation, and Social Justice in Education
Aguilar, S. J. (2017) · TechTrends · doi:10.1007/s11528-017-0226-9 · Cited by 80 · see citing works
Big Data and Learning Analytics in Higher Education
Daniel, B. K. (2016) · Springer eBooks · doi:10.1007/978-3-319-06520-5 · Cited by 78 · see citing works
Self-Monitoring zur Unterstützung des Transfers einer Schulung in Selbstregulation für Studierende
Schmitz, B. (2001) · Zeitschrift für Pädagogische Psychologie · doi:10.1024//1010-0652.15.34.181 · Cited by 75 · see citing works
Appropriating scientific practices and discourses with future elementary teachers
Smith, D. C., & Anderson, C. (1999) · Journal of Research in Science Teaching · doi:10.1002/(sici)1098-2736(199909)36:7 · Cited by 68 · see citing works
Exploring students’ interpretation of feedback delivered through learning analytics dashboards
Corrin, L., & Barba, P. D. (2014) · ASCILITE Publications · doi:10.14742/apubs.2014.1300 · Cited by 68 · see citing works
Analyzing temporal data for understanding the learning process induced by metacognitive prompts
Engelmann, K., & Bannert, M. (2019) · Learning and Instruction · doi:10.1016/j.learninstruc.2019.05.002 · Cited by 64 · see citing works
Promoting Self-Regulated Learning Through Prompts
Wirth, J. (2009) · Zeitschrift für Pädagogische Psychologie · doi:10.1024/1010-0652.23.2.91 · Cited by 57 · see citing works
Differential effects of students' self-directed metacognitive prompts
Pieger, E., & Bannert, M. (2018) · Computers in Human Behavior · doi:10.1016/j.chb.2018.04.022 · Cited by 49 · see citing works
Moodog: Tracking Student Activity in Online Course Management Systems
Zhang, H., & Almeroth, K. C. (2010) · The Journal of Interactive Learning Research · Cited by 49 · see citing works
Drachsler, H., & Kirschner, P. A. (2012) · Springer eBooks · doi:10.1007/978-1-4419-1428-6_347 · Cited by 47 · see citing works
Supporting Self-Regulated Learning
Nussbaumer, A., Dahn, I., Kroop, S., Mikroyannidis, A., & Albert, D. (2014) · Springer eBooks · doi:10.1007/978-3-319-02399-1_2 · Cited by 33 · see citing works
Attention management for dynamic and adaptive scaffolding
Molenaar, I., & Roda, C. (2008) · Pragmatics & Cognition · doi:10.1075/p&c.16.2.04mol · Cited by 27 · see citing works
Sonnenberg, C., & Bannert, M. (2016) · Journal of Educational Data Mining · doi:10.5281/zenodo.3554597 · Cited by 20 · see citing works
Assessing efficiency of prompts based on learner characteristics
Backhaus, J., Jeske, D., Poinstingl, H., & Koenig, S. (2017) · Computers · doi:10.3390/computers6010007 · Cited by 18 · see citing works
Short-term versus long-term effects of cognitive and metacognitive prompts in writing-to-learn
Nückles, M., Hübner, S., & Renkl, A. (2008) · FreiDok plus (Universitätsbibliothek Freiburg) · Cited by 10 · see citing works
Daumiller, M. H., & Dresel, M. (2019) · doi:10.31234/osf.io/6fumn · Cited by 9 · see citing works
Observing the Use of e-Textbooks in the Classroom: Towards “Offline” Learning Analytics
Eradze, M., Väljataga, T., & Laanpere, M. (2014) · Lecture notes in computer science · doi:10.1007/978-3-319-13296-9_28 · Cited by 9 · see citing works
Predicting Four-Year Student Success from Two-Year Student Data
Nadasen, D., & List, A. (2016) · Springer eBooks · doi:10.1007/978-3-319-06520-5_13 · Cited by 4 · see citing works
Flagged first, then by citations
3 of the 80 references couldn’t be matched to a known paper.
Cited by
Sorted by citations
Artificial Intelligence in Education: Implications for Policymakers, Researchers, and Practitioners
Ifenthaler, D., Majumdar, R., Gorissen, P., Judge, M., Mishra, S., Raffaghelli, J., & Shimada, A. (2024) · Technology, Knowledge and Learning · doi:10.1007/s10758-024-09747-0 · Cited by 238 · see citing works
Self-citationEffects of real-time analytics-based personalized scaffolds on students’ self-regulated learning
Lim, L., Bannert, M., van der Graaf, J., Singh, S., Fan, Y., Surendrannair, S., Rakovic, M., Molenaar, I., Moore, J., & Gašević, D. (2023) · Computers in Human Behavior · doi:10.1016/j.chb.2022.107547 · Cited by 198 · see citing works
Xu, Z., Zhao, Y., Liew, J., Zhou, X., & Kogut, A. (2023) · Educational Research Review · doi:10.1016/j.edurev.2023.100510 · Cited by 167 · see citing works
Guo, L. (2022) · Journal of Computer Assisted Learning · doi:10.1111/jcal.12650 · Cited by 141 · see citing works
Xu, Z., Zhao, Y., Zhang, B., Liew, J., & Kogut, A. (2022) · Behaviour and Information Technology · doi:10.1080/0144929x.2022.2151935 · Cited by 197 · see citing works
Heikkinen, S., Saqr, M., Malmberg, J., & Tedre, M. (2022) · Education and Information Technologies · doi:10.1007/s10639-022-11281-4 · Cited by 124 · see citing works
Online Assessment in Higher Education: A Systematic Review
Heil, J., & Ifenthaler, D. (2023) · Online Learning · doi:10.24059/olj.v27i1.3398 · Cited by 168 · see citing works
Self-citationJing, Y., Zhao, L., Zhu, K., Wang, H., Wang, C., & Xia, Q. (2023) · Sustainability · doi:10.3390/su15043115 · Cited by 136 · see citing works
Theobald, M., & Bellhäuser, H. (2022) · The Internet and Higher Education · doi:10.1016/j.iheduc.2022.100872 · Cited by 111 · see citing works
Education 4.0: Artificial Intelligence Assisted Task- and Time Planning System
Haderer, B., & Ciolacu, M. I. (2022) · Procedia Computer Science · doi:10.1016/j.procs.2022.01.334 · Cited by 76 · see citing works
Learning Analytics Intervention Improves Students’ Engagement in Online Learning
Karaoglan Yilmaz, F. G., & Yilmaz, R. (2022) · Technology, Knowledge and Learning · doi:10.1007/s10758-021-09547-w · Cited by 71 · see citing works
How do students learn with real-time personalized scaffolds?
Lim, L., Bannert, M., van der Graaf, J., Fan, Y., Rakovic, M., Singh, S., Molenaar, I., & Gašević, D. (2024) · British Journal of Educational Technology · doi:10.1111/bjet.13414 · Cited by 66 · see citing works
Investigating students' use of self‐assessments in higher education using learning analytics
Ifenthaler, D., Schumacher, C., & Kužílek, J. (2022) · Journal of Computer Assisted Learning · doi:10.1111/jcal.12744 · Cited by 86 · see citing works
Self-citationWang, Q., & Mousavi, A. (2023) · British Journal of Educational Technology · doi:10.1111/bjet.13282 · Cited by 38 · see citing works
Zeitlhofer, I., Hörmann, S., Mann, B., Hallinger, K., & Zumbach, J. (2023) · Knowledge · doi:10.3390/knowledge3020019 · Cited by 46 · see citing works
Internet of Things (IoT) application in the assessment of learning process
Jasim, N. A., ALRikabi, H. T. S., & Farhan, M. S. (2021) · IOP Conference Series Materials Science and Engineering · doi:10.1088/1757-899x/1184/1/012002 · Cited by 37 · see citing works
Zhou, Z., Liu, G., & Tang, Y. G. (2024) · IEEE Transactions on Intelligent Vehicles · doi:10.1109/tiv.2024.3408257 · Cited by 60 · see citing works
Thomann, H., & Deutscher, V. (2025) · Educational Research Review · doi:10.1016/j.edurev.2025.100686 · Cited by 40 · see citing works
Qian, K., Liu, S., Li, T., Raković, M., Li, X., Guan, R., Molenaar, I., Nawaz, S., Swiecki, Z., Yan, L., et al. (2026) · Computers & Education · doi:10.1016/j.compedu.2025.105448 · Cited by 39 · see citing works
Radović, S., Seidel, N., Menze, D., & Kasakowskij, R. (2024) · Computers & Education · doi:10.1016/j.compedu.2024.105041 · Cited by 32 · see citing works
Li, T., Nath, D., Cheng, Y., Fan, Y., Li, X., Raković, M., Khosravi, H., Swiecki, Z., Tsai, Y., & Gašević, D. (2025) · International Conference on Learning Analytics and Knowledge (LAK) · doi:10.1145/3706468.3706559 · Cited by 34 · see citing works
Self-regulation of learning in the context of modern technology: a review of empirical studies
Junaštíková, J. (2023) · Interactive Technology and Smart Education · doi:10.1108/itse-02-2023-0030 · Cited by 26 · see citing works
Automated Essay Scoring Systems
Ifenthaler, D. (2022) · Handbook of Open, Distance and Digital Education · doi:10.1007/978-981-19-0351-9_59-1 · Cited by 26 · see citing works
Self-citationYang, C. C. Y., Wu, J., & Ogata, H. (2024) · Education and Information Technologies · doi:10.1007/s10639-024-12913-7 · Cited by 25 · see citing works
Fostering regulatory processes using computational scaffolding
Silva, L., Mendes, A. J., Gomes, A., & Fortes, G. (2023) · International Journal of Computer-Supported Collaborative Learning · doi:10.1007/s11412-023-09388-y · Cited by 24 · see citing works
The Promises and Pitfalls of Self-regulated Learning Interventions in MOOCs
Вилкова, К. (2021) · Technology Knowledge and Learning · doi:10.1007/s10758-021-09580-9 · Cited by 27 · see citing works
Ye, J., Cui, Y., Wang, L., & Ye, J.-N. (2024) · International Journal of Mental Health Promotion · doi:10.32604/ijmhp.2024.055814 · Cited by 29 · see citing works
Li, L., & Zeng, D. (2025) · BMC Psychology · doi:10.1186/s40359-025-02685-1 · Cited by 38 · see citing works
Urzúa, C. A. C., Ranjan, R., Saavedra, E. E. M., Quintana, M. G. B., Lepe-Martínez, N. F., & Philominraj, A. S. (2025) · Education Sciences · doi:10.3390/educsci15101396 · Cited by 38 · see citing works
Mascia, M. L., Agus, M., Cabras, C., Bellini, D., Renati, R., & Penna, M. P. (2023) · Education sciences · doi:10.3390/educsci13020202 · Cited by 20 · see citing works
Feedback literacy matters: unlocking the potential of learning analytics-based feedback
Tepgeç, M., Heil, J., & Ifenthaler, D. (2024) · Assessment & Evaluation in Higher Education · doi:10.1080/02602938.2024.2367587 · Cited by 18 · see citing works
Self-citationBoulahmel, A., Djelil, F., & Smits, G. (2025) · Technology Knowledge and Learning · doi:10.1007/s10758-025-09816-y · Cited by 18 · see citing works
Künstliche Intelligenz in der Hochschulbildung
Schmohl, T., Watanabe, A., & Schelling, K. (2023) · Hochschulbildung: Lehre und Forschung · doi:10.14361/9783839457696 · Cited by 37 · see citing works
Künstliche Intelligenz in der Hochschulbildung
(2023) · transcript Verlag eBooks · doi:10.1515/9783839457696 · Cited by 16 · see citing works
Mobile Learning to Support Self-Regulated Learning
Baars, M., & Viberg, O. (2022) · International Journal of Mobile and Blended Learning · doi:10.4018/ijmbl.315628 · Cited by 20 · see citing works
McClellan, D., Chastain, R. J., & DeCaro, M. S. (2023) · Journal of Computing in Higher Education · doi:10.1007/s12528-023-09379-w · Cited by 15 · see citing works
Multi-Agent Reinforcement Learning: Methods, Applications, Visionary Prospects, and ChallengesPreprint
Zhou, Z., Liu, G., & Tang, Y. G. (2023) · arXiv (Cornell University) · doi:10.48550/arxiv.2305.10091 · Cited by 15 · see citing works
Let's Talk About Artificial Intelligence
Watanabe, A. (2022) · Advances in higher education and professional development book series · doi:10.4018/978-1-7998-9247-2.ch003 · Cited by 14 · see citing works
Implementation of Learning Analytics Indicators for Increasing Learners' Final Performance
Yıldırım, D., & Gülbahar, Y. (2022) · Technology Knowledge and Learning · doi:10.1007/s10758-021-09583-6 · Cited by 14 · see citing works
A systems perspective on data and analytics for distance education
Ifenthaler, D. (2022) · Distance Education · doi:10.1080/01587919.2022.2064828 · Cited by 13 · see citing works
Self-citationRadović, S., & Seidel, N. (2025) · Innovative Higher Education · doi:10.1007/s10755-024-09771-z · Cited by 15 · see citing works
Zeitlhofer, I., Zumbach, J., & Aigner, V. (2023) · Knowledge · doi:10.3390/knowledge3010004 · Cited by 10 · see citing works
Ethische Perspektiven auf Künstliche Intelligenz im Kontext der Hochschule
Ifenthaler, D. (2023) · Hochschulbildung: Lehre und Forschung · doi:10.14361/9783839457696-004 · Cited by 9 · see citing works
Self-citationChang, P.-C., & Lin, R.-H. (2024) · IEEE Access · doi:10.1109/access.2023.3348787 · Cited by 9 · see citing works
Automated Essay Scoring Systems
Ifenthaler, D. (2023) · Handbook of Open, Distance and Digital Education · doi:10.1007/978-981-19-2080-6_59 · Cited by 9 · see citing works
Self-citationWu, X., & Qin, Y. (2025) · Acta Psychologica · doi:10.1016/j.actpsy.2025.104760 · Cited by 8 · see citing works
Zhang, Y., Ouh, E. L., Ho, A., Lo, S. L., Tan, K. W., & Lin, F. (2025) · ACM Conference on Innovation and Technology in Computer Science Education (ITiCSE) · doi:10.1145/3724363.3729095 · Cited by 9 · see citing works
LEARNING ANALYTICS BASED INTERVENTIONS: A SYSTEMATIC REVIEW OF EXPERIMENTAL STUDIES
Ifenthaler, M. T. A. D. (2022) · Cognition and Exploratory Learning in Digital Age · doi:10.33965/celda2022_202207c045 · Cited by 8 · see citing works
Amaefule, C. O., Britzwein, J., Yip, J. C., & Brod, G. (2024) · Education and Information Technologies · doi:10.1007/s10639-024-13031-0 · Cited by 10 · see citing works
Four Perspectives on Personalized and Adaptive Learning Environments for Workplace Learning
Hemmler, Y. M., & Ifenthaler, D. (2022) · Advances in analytics for learning and teaching · doi:10.1007/978-3-031-14489-9_2 · Cited by 7 · see citing works
Self-citationShirmohammad, Z., Saadi, Z. E., & Shoushtari, M. T. (2023) · Iranian Journal Of Health Sciences · doi:10.32598/ijhs.11.1.911.1 · Cited by 6 · see citing works
Önder, A., & Akçapınar, G. (2023) · Education and Information Technologies · doi:10.1007/s10639-023-11872-9 · Cited by 6 · see citing works
Emerging Trends of Self-regulated Learning: A Comprehensive Bibliometric Analysis
Tao, X., Hanif, H., & Ebrahim, N. A. (2023) · World Journal of English Language · doi:10.5430/wjel.v13n6p252 · Cited by 6 · see citing works
E-Öğrenme Ortamları ve Öğrenme Analitikleri
Somyürek, S., Güyer, T., Atasoy, B., & Ünal, M. (2021) · Bilişim Teknolojileri Dergisi · doi:10.17671/gazibtd.709798 · Cited by 6 · see citing works
The roles of cognitive and metacognitive strategies in game-based virtual reality learning
Chen, C. (2025) · Computers & Education · doi:10.1016/j.compedu.2025.105512 · Cited by 5 · see citing works
Impacts of engagement on academic outcomes in technology-enhanced learning
Lu, C., Bulut, O., Epp, C. D., & Gierl, M. J. (2024) · Distance Education · doi:10.1080/01587919.2024.2373297 · Cited by 5 · see citing works
Shamshiri, F., Esfahani, F., & Hosseini, S. E. (2023) · Language Testing in Asia · doi:10.1186/s40468-023-00259-9 · Cited by 5 · see citing works
Schmohl, T., Watanabe, A., & Schelling, K. (2023) · Hochschulbildung: Lehre und Forschung · doi:10.14361/9783839457696-001 · Cited by 9 · see citing works
The Mediation Effect of Online Self-Regulated Learning Between Engagement and Cognitive Load
Sun, J. C., & Liu, Y. (2022) · International Journal of Online Pedagogy and Course Design · doi:10.4018/ijopcd.295953 · Cited by 5 · see citing works
Ifenthaler, D., & Şahi̇n, M. (2023) · Interactive Technology and Smart Education · doi:10.1108/itse-11-2022-0150 · Cited by 5 · see citing works
Self-citationThe Study of Hierarchical Learning Behaviors and Interactive Cooperation Based on Feature Clusters
Wang, T., & Xia, X. (2023) · SAGE Open · doi:10.1177/21582440231166593 · Cited by 3 · see citing works
Learning during COVID-19: (Too) isolated yet successful
Berens, F., & Hobert, S. (2025) · Frontiers in Education · doi:10.3389/feduc.2025.1549202 · Cited by 3 · see citing works
Framework as a Process: A User-Centric Conceptual Framework for Game-Based Learning
Jonas, J. M., & Ogodo, J. A. (2025) · Journal of Research in Science Mathematics and Technology Education · doi:10.31756/jrsmte.4114si · Cited by 3 · see citing works
Ng, P. K., Koo, V. C., Ng, Y. J., & Yeow, J. A. (2022) · Human Systems Management · doi:10.3233/hsm-220080 · Cited by 3 · see citing works
Competencias digitales y autorregulación para el aprendizaje en estudiantes universitarios
Muñoz, C., Huaranga, L., Quispe, D. P., Flores, M. M., Pérez, N., & Panduro, O. (2022) · Instituto Universitario de Innovación Ciencia y Tecnología Inudi Perú eBooks · doi:10.35622/inudi.b.061 · Cited by 3 · see citing works
Ethische Perspektiven auf Künstliche Intelligenz im Kontext der Hochschule
Ifenthaler, D. (2023) · transcript Verlag eBooks · doi:10.1515/9783839457696-004 · Cited by 3 · see citing works
Self-citationInteraction Preferences in Digital Learning Environments: Does Gender and Achievement Matter?
Şahi̇n, M., & Ifenthaler, D. (2022) · Cognition and exploratory learning in the digital age · doi:10.1007/978-3-030-90944-4_13 · Cited by 3 · see citing works
Self-citationValle, N., Antonenko, P., do Valle, D. R., & Baiser, B. (2025) · Computers & Education · doi:10.1016/j.compedu.2025.105242 · Cited by 2 · see citing works
Díaz-Freire, F. M., Vieites, T., Rodríguez, S., González-Suárez, R., & Díaz-Pita, L. (2025) · European Journal of Education · doi:10.1111/ejed.70337 · Cited by 2 · see citing works
Wang, Y., Gong, S., Jia, N., & Liu, Y. (2025) · Journal of Computer Assisted Learning · doi:10.1111/jcal.70157 · Cited by 2 · see citing works
Osman, N., Mahmud, S. N. D., & Arsad, N. M. (2026) · European Journal of STEM Education · doi:10.20897/ejsteme/17871 · Cited by 2 · see citing works
Kaliisa, R., Damşa, C. I., Eagan, B., Esterhazy, R., Langfold, M., & Misiejuk, K. (2026) · Learning and Instruction · doi:10.1016/j.learninstruc.2026.102405 · Cited by 2 · see citing works
Schmohl, T., Watanabe, A., & Schelling, K. (2023) · transcript Verlag eBooks · doi:10.1515/9783839457696-001 · Cited by 2 · see citing works
Truba, H., Radziievska, I., Sherman, M., Демченко, О., Kulichenko, A. K., & Havryliuk, N. (2023) · Conhecimento & Diversidade · doi:10.18316/rcd.v15i38.11102 · Cited by 2 · see citing works
From Data to Outcomes: Experimental Learning Analytics Insights
Tepgeç, M., & Ifenthaler, D. (2024) · Cognition and exploratory learning in the digital age · doi:10.1007/978-3-031-54207-7_2 · Cited by 2 · see citing works
Self-citationRadtke, A., Osinski, M., Serova, K., Scheffel, M., & Rummel, N. (2024) · Doing higher education · doi:10.1007/978-3-658-42993-5_3 · Cited by 2 · see citing works
Enhancing learning outcomes through interest cluster analysis in interactive learning environment
Xia, X., & Qi, W. (2025) · Interactive Learning Environments · doi:10.1080/10494820.2025.2465442 · Cited by 2 · see citing works
Ovdiyenko, I., Chausova, T., Brukhovetska, O. V., Verbytska, L., & Горова, О. О. (2023) · Apuntes Universitarios · doi:10.17162/au.v13i2.1436 · Cited by 2 · see citing works
Ryoo, J., Lin, M. P.-C., Rai, S., He, W., Park, S. M., & Ho, M. (2025) · IEEE Frontiers in Education Conference (FIE) · doi:10.1109/fie63693.2025.11328198 · Cited by 1 · see citing works
O poder do foco na aprendizagem de programação
Leite, J. P. S., Oliveira, V. A. P., & de Sousa, I. M. S. F. (2022) · Anais do ... Simpósio Brasileiro de Informática na Educação/Anais do Simpósio Brasileiro de Informática na Educação · doi:10.5753/sbie.2022.224954 · Cited by 1 · see citing works
Müftüoğlu, C. T., & Yurdugül, H. (2024) · Eğitim Teknolojisi Kuram ve Uygulama · doi:10.17943/etku.1256027 · Cited by 1 · see citing works
Stepanets, I., Бєляєв, С., Mordovtseva, N., Ilina, O., & Potapova, N. (2024) · Conhecimento & Diversidade · doi:10.18316/rcd.v16i42.11769 · Cited by 1 · see citing works
First-Year Students’ Usage of and Attitudes Towards Mindless and Mindful AI-Technology
Delcker, J., Heil, J., Ifenthaler, D., Seufert, S., & Spirgi, L. (2024) · Cognition and exploratory learning in the digital age · doi:10.1007/978-3-031-66462-5_2 · Cited by 1 · see citing works
Self-citationEffects of Self-Regulated Learning Prompts at Three Different Phases in Video-Based Learning
Wang, J., & Tang, H. (2024) · Journal of Formative Design in Learning · doi:10.1007/s41686-024-00093-z · Cited by 1 · see citing works
Fused learning in higher education: bridging distance learning and face-to-face assessment
de la Torre, R., Sanz, G. C., & Muñoz, C. A. (2024) · Assessment & Evaluation in Higher Education · doi:10.1080/02602938.2024.2428165 · Cited by 2 · see citing works
Hai-Jew, S. (2022) · Advances in higher education and professional development book series · doi:10.4018/978-1-6684-5934-8.ch003
Design and Development of an Intelligent System for Evaluating Students’ Workplace Skills
Mumcu, F., Akçapınar, G., & Altun, A. (2022) · Advances in analytics for learning and teaching · doi:10.1007/978-3-031-14489-9_9
Docencia e investigación educativa con enfoque interdisciplinario
Bello, É. O. G., Ruelas, C. S. T., Gutiérrez, R. I. P., Ibarra, M. L. B., Varela, M. A. M., Vázquez, N. J. G., Guirado, M. A. Z., Valenzuela, L. V. C., Castro, I. G., Rodríguez, A. L., et al. (2022) · Ediciones Comunicación Científica eBooks · doi:10.52501/cc.071 · Cited by 1 · see citing works
Gelingensbedingungen für produktive Learning-Analytics-Systeme
Ifenthaler, D. (2023) · Springer eBooks · doi:10.1007/978-3-658-38544-6_13
Self-citationRegulating Response Speed Promotes Associative Learning
Casadevante, C., Romero, M., Fernández-Marcos, T., & Hernández, J. M. (2023) · European Journal of Psychology of Education · doi:10.1007/s10212-023-00707-3
Utilizing the Inshot Application as A Distance Learning Video
Kurnia, D., Rudiamon, S., & Adhikary, R. P. (2022) · Journal International Inspire Education Technology · doi:10.55849/jiiet.v1i1.28
Transferring Digital Competences for Teaching from Theory into Practice Through Reflection
Fessl, A., Divitini, M., & Maitz, K. (2023) · Lecture notes in computer science · doi:10.1007/978-3-031-42682-7_41
Mata, F., Torres-Ruiz, M. J., Zagal-Flores, R., León, J. G. G., & Quintero, R. (2023) · Emerald Group Publishing Limited eBooks · doi:10.1108/978-1-83753-618-420231009
Amaefule, C. O., Britzwein, J., Yip, J. C., & Brod, G. (2023) · doi:10.31234/osf.io/3ea2m
Complexity of the Academic System: Retention and Dropout
Mascia, M. L., Siddu, F., & Penna, M. P. (2024) · Contributions to management science · doi:10.1007/978-3-031-44685-6_20
Enhancing Self-Regulated Learning: Immediate and Follow-up Effects of Cognitive Prompts
Opre, D., Costea, A. R., Jurchiș, R., & Iucu, R. (2023) · Journal of Educational Sciences · doi:10.35923/jes.2023.2.16
Qian, G. (2024) · International Conference on Internet Technology and Educational Informatization (ITEI) · doi:10.4108/eai.24-11-2023.2343690
Systematic Integration of Design Prototypes into the LMS Moodle: Methods and Challenges in Practice
Harder, T., Drzyzga, G., Bruhns, J.-M., & Langhans, A.-L. (2025) · Communications in computer and information science · doi:10.1007/978-3-031-82633-7_1
Integrating Decision Support Systems Through the Indonesian Entrepreneurship Index Assessment
Jonatan, K., Sasmoko, Moniaga, J. V., Jabar, B. A., Indrianti, Y., Hartono, H., & Widhoyoko, S. A. (2026) · Lecture notes in electrical engineering · doi:10.1007/978-3-032-10898-2_31
Toward Intelligent Assessment in HyFlex Learning
Heil, J., Fromm, Y. M., & Ifenthaler, D. (2026) · Advances in computational intelligence and robotics book series · doi:10.4018/979-8-3373-6182-6.ch010
Self-citation
- Authors
- Schumacher, C., & Ifenthaler, D.
- Affiliations
- Humboldt-Universität zu Berlin (DE)
- University of Mannheim (DE)
- Corresponding author
- Schumacher, Clara
- Venue
- The Internet and Higher Education
- Publisher
- Elsevier BV
- Published
- 2021-04
- Volume
- 49
- Pages
- 100791
- ISSN
- 1096-7516 (ISSN-L)
- OpenAlex
- W3111738764
- Cited by
- 109
- References
- 80
- Citations by year
- 2026: 12 · 2025: 18 · 2024: 18 · 2023: 33 · 2022: 24 · 2021: 4
- FWCI
- 14.01
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- The Internet and Higher Education (publishedVersion)
- eSpace (Curtin University) (submittedVersion)
- Topics
- Physical Sciences › Computer Science › Computer Science Applications › Online Learning and Analytics
- Social Sciences › Psychology › Developmental and Educational Psychology › Innovative Teaching and Learning Methods
- Physical Sciences › Computer Science › Artificial Intelligence › Intelligent Tutoring Systems and Adaptive Learning
- Keywords
- student self-regulation, prompting, learning analytics, trace data, metacognitive prompts, declarative knowledge, knowledge transfer, online learning behavior, adaptive prompts, higher education learners
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review