{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,24]],"date-time":"2026-06-24T06:05:29Z","timestamp":1782281129586,"version":"3.54.5"},"reference-count":82,"publisher":"IEEE","license":[{"start":{"date-parts":[[2026,3,9]],"date-time":"2026-03-09T00:00:00Z","timestamp":1773014400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2026,3,9]],"date-time":"2026-03-09T00:00:00Z","timestamp":1773014400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2026,3,9]]},"DOI":"10.1109\/abc68169.2026.11567293","type":"proceedings-article","created":{"date-parts":[[2026,6,23]],"date-time":"2026-06-23T19:43:25Z","timestamp":1782243805000},"page":"1-10","source":"Crossref","is-referenced-by-count":0,"title":["AI for All: An Open Agentic Framework for Predictive, Preventive, and Ethical Learning Analytics in Higher Education"],"prefix":"10.1109","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-5106-0220","authenticated-orcid":false,"given":"Muhammad Amin","family":"Nadim","sequence":"first","affiliation":[{"name":"University of Foggia, Italy Pegaso Telematic University,Department of Humanities, Cultural Heritage, Education & Department of Psychology and Education,Italy"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8160-7482","authenticated-orcid":false,"given":"Rosula","family":"Reyes","sequence":"additional","affiliation":[{"name":"Adamson University,Office of Academic Affairs,Manila,Philippine"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8886-3967","authenticated-orcid":false,"given":"Raffaele","family":"Di Fuccio","sequence":"additional","affiliation":[{"name":"Pegaso Telematic University,Department of Psychology and Education,Naples,Italy"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0453-4336","authenticated-orcid":false,"given":"Faisal","family":"Rehman","sequence":"additional","affiliation":[{"name":"University of Mianwali,Department of Statistics and Data Science,Mianwali,Pakistan"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0691-1695","authenticated-orcid":false,"given":"Abid","family":"Ali","sequence":"additional","affiliation":[{"name":"School of Computing, Macquarie University,Sydney,Australia"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","volume-title":"Organisation for Economic Co-operation and Development, Education at a Glance 2023: OECD Indicators","year":"2023"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.3390\/data10070110"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.3390\/educsci14010047"},{"key":"ref4","author":"Kamalov","year":"2025","journal-title":"Evolution of AI in education: Agentic workflows"},{"key":"ref5","volume-title":"The Use ofA I and Academic Freedom in Higher Education","author":"Alhafidh","year":"2025"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1080\/03323315.2025.2584016"},{"key":"ref7","article-title":"The harsh costs of low retention in higher education","volume-title":"LeaderU Blog","author":"FranklinCovey","year":"2025"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1080\/28367138.2024.2444883"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1590\/2175-35392022235218t"},{"key":"ref10","author":"Varga","year":"2025","journal-title":"Labour market success of non-completer higher education students and higher education degree-holders"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1080\/03075079.2024.2431588"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.3102\/00346543045001089"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4899-2271-7"},{"key":"ref14","volume-title":"Mind in society: The development of higher psychological processes","volume":"86","author":"Vygotsky","year":"1978"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1007\/s10212-021-00571-z"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/ICIEV.2019.8858523"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.3390\/info16050419"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1186\/s41239-023-00392-8"},{"key":"ref19","article-title":"Unveiling the synergy of process mining, explainable AI, and learning analytics in advancing educational data interpretability: Paving the way for a new era in educational analytics","author":"Mukala","year":"2025","journal-title":"Explainable AI, and Learning Analytics in Advancing Educational Data Interpretability: Paving the Way for a New Era in Educational Analytics"},{"key":"ref20","article-title":"Agentic AI in higher education: A new frontier of promise-and peril","volume-title":"LinkedIn","author":"Humphreys","year":"2025"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.46991\/FLHE.2025.29.1.087"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2025.3620473"},{"key":"ref23","author":"Yan","year":"2025","journal-title":"From passive tool to socio-cognitive teammate: A conceptual framework for agentic AI in human-AI collaborative learning"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.3390\/info16030235"},{"key":"ref25","first-page":"104700","article-title":"Personalized learning with AI agents: A datadriven approach","volume":"197","author":"Lan","year":"2025","journal-title":"Computers & Education"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1016\/j.caeai.2023.100152"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1007\/s11423-020-09788-z"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.70882\/josrar.2025.v2i3.77"},{"key":"ref29","article-title":"Predictive analytics and AI in education: A systematic literature review on identifying and supporting at-risk students","author":"Janahi","year":"2025","journal-title":"SSRN Electronic Journal"},{"key":"ref30","volume-title":"AI-powered learning analytics dashboard for monitoring student progress","author":"Cabral","year":"2025"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.3390\/ai4040042"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.3390\/e23010018"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-64315-6_46"},{"key":"ref34","volume-title":"Predictive analytics for enhancing student success in the UK: A machine learning approach","author":"Adetuberu","year":"2025"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1007\/s40593-025-00472-y"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1007\/s40692-025-00358-x"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.3389\/feduc.2025.1581247"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1007\/s40593-023-00331-8"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0317726"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1007\/s12528-022-09340-3"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.21432\/cjlt27959"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.3389\/fpsyg.2017.00422"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1109\/ICEIT64364.2025.10976097"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1186\/s41239-021-00313-7"},{"issue":"1","key":"ref45","first-page":"26803","article-title":"The Future of Intelligent Automation: How Low-Code\/No-Code Platforms are Transforming AI Decisioning","volume":"14","author":"Viswanadhapalli","year":"2025","journal-title":"ternational Journal Of Engineering And Computer Science"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.3390\/electronics10101192"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.69714\/x1p94182"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1016\/j.array.2025.100399"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.71097\/ijsat.v16.i4.5112"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijer.2023.102233"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-56121-4_33"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1007\/s10639-022-11177-3"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1111\/bjet.13233"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1109\/MIS.2025.3544940"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.12688\/f1000research.169927.1"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2025.3620473"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1007\/s10639-025-13574-w"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.3102\/0013189x032001005"},{"key":"ref59","author":"Sadallah","year":"2025","journal-title":"From data to actionable understanding: A learnercentered framework for dynamic learning analytics"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.4018\/979-8-3693-8593-7.ch034"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1207\/S15327965PLI1104_01"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-17299-1_2630"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.1016\/j.caeai.2024.100352"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.55041\/ijsrem.ncft011"},{"key":"ref65","article-title":"Agentic learning analytics","volume-title":"AI4Vet4AI","year":"2025"},{"key":"ref66","article-title":"The future of analytics is agentic: A deep dive","volume-title":"Medium","author":"Mondal","year":"2025"},{"key":"ref67","article-title":"Agentic analytics","volume-title":"XenonStack","author":"XenonStack","year":"2025"},{"key":"ref68","article-title":"Predict students\u2019 dropout and academic success [Dataset]","volume-title":"UCI Machine Learning Repository","author":"Realinho","year":"2025"},{"key":"ref69","article-title":"Open University Learning Analytics dataset","volume-title":"UCI Machine Learning Repository","author":"Kuzilek","year":"2015"},{"key":"ref70","article-title":"K-Fold cross validation: The gold standard for model evaluation","volume-title":"Medium","author":"C.","year":"2025"},{"key":"ref71","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-025-24872-1"},{"key":"ref72","doi-asserted-by":"publisher","DOI":"10.22266\/ijies2025.1130.27"},{"key":"ref73","doi-asserted-by":"publisher","DOI":"10.3390\/app15020672"},{"key":"ref74","doi-asserted-by":"publisher","DOI":"10.1007\/s11423-025-10447-4"},{"key":"ref75","doi-asserted-by":"publisher","DOI":"10.59075\/dmk9yf48"},{"key":"ref76","doi-asserted-by":"publisher","DOI":"10.1186\/s40561-024-00343-4"},{"key":"ref77","doi-asserted-by":"publisher","DOI":"10.1007\/s40593-023-00331-8"},{"issue":"2","key":"ref78","first-page":"12","article-title":"The digital divide and AI in education: Addressing equity and accessibility","volume":"1","author":"Ahmed","year":"2024","journal-title":"AI EDIFY Journal"},{"key":"ref79","doi-asserted-by":"publisher","DOI":"10.4236\/jis.2023.142008"},{"key":"ref80","doi-asserted-by":"publisher","DOI":"10.3390\/app15147758"},{"key":"ref81","volume-title":"Comparing FERPA & GDPR","year":"2025"},{"key":"ref82","doi-asserted-by":"publisher","DOI":"10.1038\/sdata.2016.18"}],"event":{"name":"2026 International Conference on Activity and Behavior Computing (ABC)","location":"Hakodate, Japan","start":{"date-parts":[[2026,3,9]]},"end":{"date-parts":[[2026,3,12]]}},"container-title":["2026 International Conference on Activity and Behavior Computing (ABC)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/11565062\/11567026\/11567293.pdf?arnumber=11567293","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,6,24]],"date-time":"2026-06-24T05:27:43Z","timestamp":1782278863000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11567293\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,3,9]]},"references-count":82,"URL":"https:\/\/doi.org\/10.1109\/abc68169.2026.11567293","relation":{},"subject":[],"published":{"date-parts":[[2026,3,9]]}}}