A systematic review on the deployment and effectiveness of data analytics in higher education to improve student outcomes

Dropout from Higher Education: A Theoretical Synthesis of Recent Research

Tinto, V. (1975) · Review of Educational Research · doi:10.2307/1170024 · Cited by 7,888 · see citing works

Journal of Universal Computer Science

Salomaa, A. K., Calude, C. S., & Maurer, H. A. (2020) · Zenodo (CERN European Organization for Nuclear Research) · doi:10.3217/jucs-000-00-0109 · Cited by 3,394 · see citing works

Realist review - a new method of systematic review designed for complex policy interventions

Pawson, R., Greenhalgh, T., Harvey, G., & Walshe, K. (2005) · Journal of Health Services Research & Policy · doi:10.1258/1355819054308530 · Cited by 3,190 · see citing works

Learning Analytics: The Emergence of a Discipline

Siemens, G. (2013) · American Behavioral Scientist · doi:10.1177/0002764213498851 · Cited by 1,284 · see citing works

The Science of Evaluation: A Realist Manifesto

Pawson, R. (2013) · doi:10.4135/9781473913820 · Cited by 1,271 · see citing works

CEUR Workshop Proceedings

Mitzias, P., Riga, M., Waddington, S. N., Kontopoulos, E., Μεδίτσκος, Γ., Laurenson, P., & Kompatsiaris, I. Y. (2015) · Cited by 1,240 · see citing works

British Journal of Educational Technology

Wang, K., Qin, S., Shen, Y., Guo, J., Ruan, Q., & Jia, T. (2010) · British Journal of Educational Technology · doi:10.1111/(issn)1467-8535 · Cited by 1,161 · see citing works

Course signals at Purdue: using learning analytics to increase student success

Arnold, K. E., & Pistilli, M. D. (2012) · Proceedings of the 2nd International Conference on Learning Analytics and Knowledge · doi:10.1145/2330601.2330666 · Cited by 987 · see citing works

Data mining in education

Romero, C., & Ventura, S. (2013) · WIREs Data Mining and Knowledge Discovery · doi:10.1002/widm.1075 · Cited by 869 · see citing works

Explaining Society, Critical Realism in the Social Sciences

Castro, F. W. (2002) · Acta Sociologica · doi:10.1177/000169930204500313 · Cited by 793 · see citing works

Doing A Systematic Review: A Student’s Guide

Boland, A., Cherry, M. G., Dickson, R., & Carden, J. (2020) · International Coaching Psychology Review · doi:10.53841/bpsicpr.2020.15.2.119 · Cited by 642 · see citing works

Untitled work

(2014) · Educational Technology & Society · Cited by 598 · see citing works

Enhancing Teaching and Learning Through Educational Data Mining and Learning Analytics: An Issue Brief

Bienkowski, M. A., Feng, M., & Means, B. (2012) · Cited by 586 · see citing works

Early Alert of Academically At-Risk Students: An Open Source Analytics Initiative

Jayaprakash, S. M., Moody, E. W., Lauría, E. J. M., Regan, J. R., & Baron, J. D. (2014) · Journal of Learning Analytics · doi:10.18608/jla.2014.11.3 · Cited by 424 · see citing works

The impossibility of capitalist markets in higher education

Marginson, S. (2012) · Journal of Education Policy · doi:10.1080/02680939.2012.747109 · Cited by 373 · 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

The efficacy of learning analytics interventions in higher education: a systematic review.

Larrabee Sønderlund, A., Hughes, E., & Smith, J. (2019) · British Journal of Educational Technology · doi:10.1111/bjet.12720 · Cited by 265 · see citing works

Intention to Persist and Retention of First-Year Students: The Importance of Motivation and Sense of Belonging.

Morrow, J. A., & Ackermann, M. E. (2012) · College student journal · Cited by 258 · see citing works

Data mining for modeling students’ performance: A tutoring action plan to prevent academic dropout

Burgos, C., Campanario, M. L., de la Peña, D., Lara, J. A., Lizcano, D., & Martínez, M. A. (2017) · Computers & Electrical Engineering · doi:10.1016/j.compeleceng.2017.03.005 · Cited by 240 · see citing works

Applying learning analytics for improving students engagement and learning outcomes in an MOOCs enabled collaborative programming course

Lu, O. H. T., Huang, J. C. H., Huang, A. Y. Q., & Yang, S. J. H. (2017) · Interactive Learning Environments · doi:10.1080/10494820.2016.1278391 · Cited by 167 · see citing works

Investigating student motivation in the context of a learning analytics intervention during a summer bridge program

Lonn, S., Aguilar, S. J., & Teasley, S. D. (2015) · Computers in Human Behavior · doi:10.1016/j.chb.2014.07.013 · Cited by 152 · see citing works

Predictive Modeling to Forecast Student Outcomes and Drive Effective Interventions in Online Community College Courses

Smith, V. C., Lange, A., & Huston, D. R. (2012) · Online Learning · doi:10.24059/olj.v16i3.275 · Cited by 125 · see citing works

Proceedings of the 1st International Conference on Learning Analytics and Knowledge

(2011) · doi:10.1145/2090116 · Cited by 121 · see citing works

Learning Analytics at Low Cost: At-Risk Student Prediction with Clicker Data and Systematic Proactive Interventions

Choi, S. P. M., Lam, S. S., Li, K. C., & Wong, B. T. M. (2018) · Educational Technology & Society · Cited by 85 · see citing works

Connecting learning analytics with learning research: the role of design-based research

Reimann, P. (2016) · Learning Research and Practice · doi:10.1080/23735082.2016.1210198 · Cited by 80 · see citing works

Dropout Prediction and Reduction in Distance Education Courses with the Learning Analytics Multitrail Approach

Barbosa, J. L. V., Rigo, S. J., & Cambruzzi, W. (2020) · Zenodo (CERN European Organization for Nuclear Research) · doi:10.3217/jucs-021-01-0023 · Cited by 78 · see citing works

Introduction to the special issue: applied critical realism in the social sciences

Price, L., & Martin, L. (2018) · Journal of Critical Realism · doi:10.1080/14767430.2018.1468148 · Cited by 73 · see citing works

Data2U

Khan, I., & Pardo, A. (2016) · International Conference on Learning Analytics and Knowledge (LAK) · doi:10.1145/2883851.2883911 · Cited by 68 · see citing works

Designing for student-facing learning analytics

Kitto, K., Lupton, M., Davis, K., & Waters, Z. (2017) · Australasian Journal of Educational Technology · doi:10.14742/ajet.3607 · Cited by 65 · see citing works

QuizMap: Open Social Student Modeling and Adaptive Navigation Support with TreeMaps

Brusilovsky, P. L., Hsiao, I., & Folajimi, Y. O. (2011) · Lecture notes in computer science · doi:10.1007/978-3-642-23985-4_7 · Cited by 57 · see citing works

Big Data in Higher Education: The Big Picture

Daniel, B. K. (2016) · Springer eBooks · doi:10.1007/978-3-319-06520-5_3 · Cited by 54 · see citing works

A Novel Web-Based Approach for Visualization and Inspection of Reading Difficulties on University Students

Mejía, C., Florián-Gaviria, B., Vatrapu, R., Susan Bull, A., Gómez, S., & Fabregat, R. (2016) · IEEE Transactions on Learning Technologies · doi:10.1109/tlt.2016.2626292 · Cited by 53 · see citing works

Improving awareness and reflection through collaborative, interactive visualizations of badges.

Charleer, S., Klerkx, J., Santos, J. L., & Duval, E. (2013) · Lirias · Cited by 45 · see citing works

Learning Analytics and Formative Assessment to Provide Immediate Detailed Feedback Using a Student Centered Mobile Dashboard

Aljohani, N. R., & Davis, H. (2013) · International Conference on Next Generation Mobile Applications, Services and Technologies (NGMAST) · doi:10.1109/ngmast.2013.54 · Cited by 44 · see citing works

Effects of Learning Analytics on Students' Self-Regulated Learning in Flipped Classroom

Silva, J. C. S., Zambom, E. D. G., Rodrigues, R. L., Ramos, J. L. C., & de Souza, F. D. F. (2018) · International Journal of Information and Communication Technology Education · doi:10.4018/ijicte.2018070108 · Cited by 41 · see citing works

Encouraging Metacognition & Self-Regulation in MOOCs through Increased Learner Feedback.

Davis, D., Chen, G., Jivet, I., Hauff, C., & Houben, G. (2016) · Cited by 40 · see citing works

A gaze-based learning analytics model

Sharma, K., Alavi, H. S., Jermann, P., & Dillenbourg, P. (2016) · International Conference on Learning Analytics and Knowledge (LAK) · doi:10.1145/2883851.2883902 · Cited by 38 · see citing works

The data analytics industry and the promises of real-time knowing: perpetuating and deploying a rationality of speed

Beer, D. (2016) · Journal of Cultural Economy · doi:10.1080/17530350.2016.1230771 · Cited by 37 · see citing works

Better Than Expected: Using Learning Analytics to Promote Student Success in Gateway Science

Wright, M. C., McKay, T. A., Hershock, C., Miller, K. H., & Tritz, J. (2014) · Change The Magazine of Higher Learning · doi:10.1080/00091383.2014.867209 · Cited by 36 · see citing works

Facilitating Student Success in Introductory Chemistry with Feedback in an Online Platform

Horne, S. V., Curran, M. K., Smith, A. M., VanBuren, J. M., Zahrieh, D. M., Larsen, R. G., & Miller, R. (2017) · Technology Knowledge and Learning · doi:10.1007/s10758-017-9341-0 · Cited by 33 · see citing works

Unethical Numbers? A Meta-analysis of Library Learning Analytics Studies

Robertshaw, M. B., & Asher, A. (2019) · Library Trends · doi:10.1353/lib.2019.0031 · Cited by 32 · see citing works

Learning analytics for collaborative writing

McNely, B. J., Gestwicki, P. V., Hill, J. H., Parli-Horne, P., & Johnson, E. (2012) · International Conference on Learning Analytics and Knowledge (LAK) · doi:10.1145/2330601.2330654 · Cited by 31 · see citing works

Evaluating outreach activities: overcoming challenges through a realist ‘small steps’ approach

Harrison, N., & Waller, R. D. (2016) · Perspectives Policy and Practice in Higher Education · doi:10.1080/13603108.2016.1256353 · Cited by 29 · see citing works

Proceedings of the 7th European conference on Technology Enhanced Learning

Ravenscroft, A., Lindstaedt, S., Kloos, C. D., & Hernández‐Leo, D. (2012) · Cited by 29 · see citing works

Using Educational Analytics to Improve Test Performance

Corrigan, O. I., Smeaton, A. F., Glynn, M., & Smyth, S. (2015) · Lecture notes in computer science · doi:10.1007/978-3-319-24258-3_4 · Cited by 27 · see citing works

An Analytics-Based Approach to Managing Cognitive Load by Using Log Data of Learning Management Systems and Footprints of Social Media.

Yen, C.-H., Chen, I., Lai, S.-C., & Chuang, Y.-R. (2015) · Educational Technology & Society · Cited by 27 · see citing works

Improving students' performance in quantitative courses: The case of academic motivation and predictive analytics

Rahal, A. D., & Zainuba, M. (2016) · The International Journal of Management Education · doi:10.1016/j.ijme.2015.11.003 · Cited by 20 · see citing works

A new framework for the design and evaluation of a learning institution's student engagement activities

Wilson, C., Broughan, C., & Marselle, M. (2019) · Studies in Higher Education · doi:10.1080/03075079.2018.1469123 · Cited by 18 · see citing works

Generalization, scientific inference and models for an explanatory social science

Danermark, B., Ekström, M., Jakobsen, L., & Karlsson, J. C. (2005) · doi:10.4324/9780203996249-11 · Cited by 18 · see citing works

Implementing randomised control trials in open and distance learning: a feasibility study

Herodotou, C., Heiser, S., & Rienties, B. (2017) · Open Learning The Journal of Open Distance and e-Learning · doi:10.1080/02680513.2017.1316188 · Cited by 17 · see citing works

33Assessment and Evaluation in Higher Education

Secolsky, C. (2018) · Routledge eBooks · doi:10.4324/9781315709307-4 · Cited by 17 · see citing works

Real-Time Learning Analytics of e-Book Operation Logs for On-site Lecture Support

Shimada, A., Mouri, K., & Ogata, H. (2017) · IEEE International Conference on Advanced Learning Technologies (ICALT) · doi:10.1109/icalt.2017.74 · Cited by 16 · see citing works

The potential and pitfalls of learning analytics as a tool for supporting student wellbeing

Ahern, S. J. (2018) · Journal of Learning and Teaching in Higher Education · doi:10.29311/jlthe.v1i2.2812 · Cited by 16 · see citing works

Empowering instructors through customizable collection and analyses of actionable information

Liu, D. Y. T., Taylor, C., Bridgeman, A. J., Bartimote-Aufflick, K., & Pardo, A. (2016) · Adelaide Research & Scholarship (AR&S) (University of Adelaide) · Cited by 15 · see citing works

WebIntera-classroom: an interaction-aware virtual learning environment for augmenting learning interactions

Chen, J., Xu, J., Tang, T., & Chen, R. (2016) · Interactive Learning Environments · doi:10.1080/10494820.2016.1188829 · Cited by 11 · see citing works

2013 Seventh International Conference on Next Generation Mobile Apps, Services and Technologies

(2013) · doi:10.1109/ngmast32493.2013 · Cited by 11 · see citing works

Learning Analytics Pilot with Coach2 - Searching for Effective Mirroring

Brouwer, N., Bert Bredeweg, A., Latour, S., Berg, A. M., & van der Huizen, G. (2016) · Lecture notes in computer science · doi:10.1007/978-3-319-45153-4_28 · Cited by 10 · see citing works

Exploring the Relationship between the Use of Learning Technologies and Student Success in the Engineering Classroom

DeMonbrun, R., & Brown, M. (2018) · ASEE Annual Conference & Exposition · doi:10.18260/1-2--28342 · Cited by 4 · see citing works

University of Missouri-St. Louis: Data-Driven Online Course Design and Effective Practices.

Grant, M. R. (2012) · Continuing higher education review · Cited by 3 · see citing works

Unpacking student engagement in higher education learning analytics: a systematic review

Bergdahl, N., Bond, M., Sjöberg, J., Dougherty, M., & Oxley, E. (2024) · International Journal of Educational Technology in Higher Education · doi:10.1186/s41239-024-00493-y · Cited by 138 · see citing works

A decade of research into the application of big data and analytics in higher education: A systematic review of the literature

Stojanov, A., & Daniel, B. K. (2023) · Education and Information Technologies · doi:10.1007/s10639-023-12033-8 · Cited by 61 · see citing works

Trends and Issues in MOOC Learning Analytics Empirical Research: A Systematic Literature Review (2011–2021)

Zhu, M., Sari, A. R., & Lee, M. M. (2022) · Education and Information Technologies · doi:10.1007/s10639-022-11031-6 · Cited by 46 · see citing works

Evaluating the student performance prediction and action framework through a learning analytics intervention study

Alalawi, K., Athauda, R., Chiong, R., & Renner, I. W. (2024) · Education and Information Technologies · doi:10.1007/s10639-024-12923-5 · Cited by 64 · see citing works

An Extended Learning Analytics Framework Integrating Machine Learning and Pedagogical Approaches for Student Performance Prediction and Intervention

Alalawi, K., Athauda, R., & Chiong, R. (2024) · International Journal of Artificial Intelligence in Education · doi:10.1007/s40593-024-00429-7 · Cited by 64 · see citing works

Technology enhanced assessment: Ottawa consensus statement and recommendations

Fuller, R., Joynes, V. C. T., Nadarajah, V. D., Treasure-Jones, T., Yeates, P., Scott, K. M., Webb, A. L., Valter, K., & Pyörälä, E. (2022) · Medical Teacher · doi:10.1080/0142159x.2022.2083489 · Cited by 38 · see citing works

Learning Outcomes Evaluation Through Learning Analytics Systems in Higher Education: A Systematic Literature Review

Hernández-Campos, M., González-Torres, A., & García‐Peñalvo, F. J. (2025) · SAGE Open · doi:10.1177/21582440251347374 · Cited by 22 · see citing works

The Use of Virtual Learning Environments in Higher Education—Content, Community and Connectivism—Learning from Student Users

Brown, G., & Foster, C. (2023) · Advanced sciences and technologies for security applications · doi:10.1007/978-3-031-33627-0_6 · Cited by 21 · see citing works

Gaps, guesswork, and ghosts lurking in technology integration: Laws and policies applicable to student privacy

Sun, J. C. (2023) · British Journal of Educational Technology · doi:10.1111/bjet.13379 · Cited by 16 · see citing works

Learning Analytics on the African Continent

Prinsloo, P., & Kaliisa, R. (2022) · Journal of Learning Analytics · doi:10.18608/jla.2022.7539 · Cited by 13 · see citing works

How students engage with learning analytics: Access, action-taking, and learning routines with message-based information to support collaborative annotation

Jung, Y., & Wise, A. F. (2025) · Computers & Education · doi:10.1016/j.compedu.2025.105280 · Cited by 11 · see citing works

Changing the recent past to reduce ongoing dropout: an early learning analytics intervention for an online statistics course

Figueroa-Cañas, J., & Vinuesa, T. S. (2021) · Open Learning The Journal of Open Distance and e-Learning · doi:10.1080/02680513.2021.1971963 · Cited by 11 · see citing works

Student Privacy and Learning Analytics

Francis, M. A., Avoseh, M. B. M., Card, K., Newland, L. A., & Streff, K. (2023) · Journal of Learning Analytics · doi:10.18608/jla.2023.7975 · Cited by 10 · see citing works

Students’ Perceptions of Learning Analytics for Mental Health Support: Qualitative Study

Freccero, A., Onwunle, M., Elliott, J., Podder, N., Oliveira, J. P. D., & Dewa, L. H. (2025) · JMIR Formative Research · doi:10.2196/70327 · Cited by 9 · see citing works

Student perspectives on their digital footprint in virtual learning environments

Rakow, K. E., Upsher, R. J., Foster, J., Byrom, N., & Dommett, E. J. (2023) · Frontiers in Education · doi:10.3389/feduc.2023.1208671 · Cited by 8 · see citing works

The current state of using learning analytics to measure and support K-12 student engagement: A scoping review

Bond, M., Viberg, O., & Bergdahl, N. (2023) · LAK23: 13th International Learning Analytics and Knowledge Conference · doi:10.1145/3576050.3576085 · Cited by 8 · see citing works

Supporting Learning Analytics Adoption: Evaluating the Learning Analytics Capability Model in a Real-World Setting

Knobbout, J., van der Stappen, E., Versendaal, J., & van de Wetering, R. (2023) · Applied Sciences · doi:10.3390/app13053236 · Cited by 8 · see citing works

Impact of an adaptive environment based on learning analytics on pre-service science teacher behavior and self-regulation

Abouelenein, Y. A. M., Selim, S. A. S., & Aldosemani, T. I. (2025) · Smart Learning Environments · doi:10.1186/s40561-024-00340-7 · Cited by 16 · see citing works

Predictive algorithms and racial bias: a qualitative descriptive study on the perceptions of algorithm accuracy in higher education

von Winckelmann, S. (2023) · Information and Learning Sciences · doi:10.1108/ils-05-2023-0045 · Cited by 11 · see citing works

A Systematic Literature Review of University Student Enrolment From 2020 To 2023

Yan, L., Swaran Singh, C. K., Junjie, L., Wong, W. L., & Daoyuan, S. (2024) · Asian Journal of University Education · doi:10.24191/ajue.v20i1.25699 · Cited by 6 · see citing works

Identifying opportunities and gaps in current evaluation frameworks – the knowns and unknowns in determining effective student engagement activity

Wilson, C., Sims, S., Dyer, J., & Handley, F. J. L. (2021) · Assessment & Evaluation in Higher Education · doi:10.1080/02602938.2021.1969536 · Cited by 5 · see citing works

Dropout stories of Andalusian university students

Gijón, J., Gijón, M. K., Sempere, P. J. G., & Lizarte, E. (2023) · Frontiers in Education · doi:10.3389/feduc.2023.1130194 · Cited by 4 · see citing works

Comparative Study of Machine Learning Algorithms for Student Retention, early warning and intervention systems for Institutions of Higher Learning

Madahana, M. C. I., & Ekoru, J. E. D. (2024) · IEEE Annual Ubiquitous Computing, Electronics & Mobile Communication Conference (UEMCON) · doi:10.1109/uemcon62879.2024.10754680 · Cited by 4 · see citing works

What Works? Interventions Aimed at Reducing Student Dropout in Higher EducationPreprint

Ibsen, K. H., & Rosholm, M. (2024) · SSRN Electronic Journal · doi:10.2139/ssrn.4759865 · Cited by 4 · see citing works

Bringing student voice into mental health analytics: a preliminary exploration of communication preferences and intervention needs

Clegg, H., Dodd, A., Francis, P., & Newham, J. J. (2025) · Perspectives Policy and Practice in Higher Education · doi:10.1080/13603108.2025.2556184 · Cited by 3 · see citing works

Students’ Adoption of Learner Analytics

Foster, C. (2020) · Advances in analytics for learning and teaching · doi:10.1007/978-3-030-47392-1_8 · Cited by 3 · see citing works

Student mental health profiling: using data for a whole university approach to mental health and wellbeing support

Foster, C. (2025) · Perspectives Policy and Practice in Higher Education · doi:10.1080/13603108.2025.2556195 · Cited by 2 · see citing works

Exploring Faculty Perceptions and Implementation of Learning Analytics in Higher Education

Uukkivi, A., Labanova, O., Lellep, K., & Maksimova, N. (2024) · Lecture notes in networks and systems · doi:10.1007/978-3-031-51979-6_43 · Cited by 2 · see citing works

Role of Social-Emotional Learning (SEL) in Student Academic Outcomes of Jordanian Public Universities

Abuameerh, O. A., Mohammad, S. I. S., Alshurideh, M. T., & Vasudevan, A. (2024) · Dirasat Human and Social Sciences · doi:10.35516/hum.v51i4.8013 · Cited by 2 · see citing works

A whole university approach to mental health: use cases for student mental health profiling

Foster, C. (2025) · Perspectives Policy and Practice in Higher Education · doi:10.1080/13603108.2025.2556186 · Cited by 2 · see citing works

Designing causal evaluations of analytics-prompted interventions in higher education: three case studies of interventions designed to improve wellbeing

Summers, R. J., Villar, P. F., Hume, S., & Sanders, M. J. (2025) · Perspectives Policy and Practice in Higher Education · doi:10.1080/13603108.2025.2556194 · Cited by 2 · see citing works

Applications of learning analytics in the study of academic performance in higher education: A meta-review with an educational perspective

García-García, F. J., Gómez‐Núñez, M. I., & Molla‐Esparza, C. (2026) · Higher Education · doi:10.1007/s10734-026-01709-y · Cited by 3 · see citing works

Evaluation for All?

Austen, L., & Jones‐Devitt, S. (2023) · Open Scholarship of Teaching and Learning · doi:10.56230/osotl.56 · Cited by 1 · see citing works

Designing Trainee Performance Assessment System for Hands-On Exercises

Bauraitė, A., Brilingaitė, A., & Bukauskas, L. (2024) · Proceedings of the International Conference on Information Systems Development · doi:10.62036/isd.2024.34 · Cited by 1 · see citing works

Analyse de traces d’interaction et reconceptualisation des indicateurs de performance de MOOC : une revue de littérature

Cisel, M. (2025) · Distances et médiations des savoirs · doi:10.4000/13jzx · Cited by 1 · see citing works

Public Education Campaigns on AI and IoT Applications in Wildfire Prevention and Management

Mishra, D., & Singh, B. (2025) · Advances in environmental engineering and green technologies book series · doi:10.4018/979-8-3373-0045-0.ch022 · Cited by 1 · see citing works

Implementation of didactic strategies for assurance of learning with students at risk of academic failure in general chemistry

Monsalve-Silva, S., Aponte, J. J. B., & Vera-Monroy, S. P. (2025) · F1000Research · doi:10.12688/f1000research.165428.1 · Cited by 1 · see citing works

Using data and analytics for student mental health and wellbeing

Foster, C., & Caldwell, J. (2026) · Perspectives Policy and Practice in Higher Education · doi:10.1080/13603108.2026.2590294 · Cited by 1 · see citing works

Reframing faculty development for digital transformation and generative AI in higher education

Hou, Z., Chen, J., & Zhang, H. (2026) · Frontiers in Medicine · doi:10.3389/fmed.2026.1864520

Ambivalenzen schulischen Lehrens und Lernens in der Digitalität – forschungs-, entwicklungs- und praxisbezogene Perspektiven

Herzig, B. (2023) · Springer eBooks · doi:10.1007/978-3-658-38544-6_6

Embedding AI in Higher Education: A Call for a Service Design Approach

Foster, C. (2023) · Advanced sciences and technologies for security applications · doi:10.1007/978-3-031-33627-0_3 · Cited by 1 · see citing works

Dealing With the Enrollment Cliff in Higher Accounting Education

Joyce, B. (2024) · International Journal of Business & Management Studies · doi:10.56734/ijbms.v5n5a14

Unravelling the Puzzle of Undergraduate Student Dropout: An Umbrella Review Synthesising Systematic Reviews on Explanatory VariablesPreprint

Moreno, S. P. B., Rincón, A. G., Támara, L. G., Carmona, G. P. C., & Galindo, O. L. L. (2024) · SSRN Electronic Journal · doi:10.2139/ssrn.4888424

Integratsiia tsifrovykh obrazovatel'nykh praktik v podgotovku pedagogov

Конюшенко, С. М., & Komissarova, M. O. (2024) · Publishing house Sreda eBooks · doi:10.31483/r-114345

Data-Driven Assessment of Practical Skills in Cybersecurity Challenges

Bauraitė, A., Brilingaitė, A., & Bukauskas, L. (2025) · Lecture notes in information systems and organisation · doi:10.1007/978-3-031-87880-0_8

Situated Learning and Social Capital

Dick, S. (2025) · IGI Global eBooks · doi:10.4018/979-8-3373-1345-0.ch012

Analysis and Prediction of At-Risk Students Using Machine Learning Algorithms

Gheisari, S., & Salarian, H. (2025) · Lecture notes on data engineering and communications technologies · doi:10.1007/978-3-031-96096-3_7

Implementation of didactic strategies for assurance of learning with students at risk of academic failure in general chemistry

Monsalve-Silva, S., Aponte, J. J. B., & Vera-Monroy, S. P. (2025) · F1000Research · doi:10.12688/f1000research.165428.2

“And this is where my mind is”: space, place, and “student mental health and wellbeing” (SMHWB) in the UK

Sutherland, H. A. (2025) · Qualitative Research in Psychology · doi:10.1080/14780887.2025.2601223

Overview of Research on Higher Education Teachers’ Involvement in Learning Analytics

Marolt, M., & Jakšić, D. (2026) · Organizacija · doi:10.2478/orga-2026-0005

Analyzing the Impact of Sleep Behavior on Academic Performance: A Data-Driven Approach Using Machine Learning

Ihsan, U., Malik, J., Kanwal, R., Mirza, Q. U. A. Z. Z., & Setiawan, I. (2025) · International Conference on Mathematics, Actuarial Science, Computer Science and Statistics (MACS) · doi:10.1109/macs68476.2025.11453470

Dispositifs d’enseignement hybride : étude des liens entre composantes pédagogiques, facteurs motivationnels et performances des étudiants

Sacré, M. (2021) · doi:10.70675/5947a044zad77z404ez9371za7ec87a5e1b1

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