{"id":"https://openalex.org/W7154209482","doi":"https://doi.org/10.1109/icdsg67714.2025.11381391","title":"Artificial Intelligence and Data-Driven Approaches in University Science Education: A Review of Applications and Outcomes","display_name":"Artificial Intelligence and Data-Driven Approaches in University Science Education: A Review of Applications and Outcomes","publication_year":2025,"publication_date":"2025-11-26","ids":{"openalex":"https://openalex.org/W7154209482","doi":"https://doi.org/10.1109/icdsg67714.2025.11381391"},"language":"en","primary_location":{"id":"doi:10.1109/icdsg67714.2025.11381391","doi":"https://doi.org/10.1109/icdsg67714.2025.11381391","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icdsg67714.2025.11381391","pdf_url":null,"source":{"id":"https://openalex.org/S7407106933","display_name":"International Conference on Data Science and Geoinformatics (ICDSG)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 1st International Conference on Data Science and Geoinformatics (ICDSG)","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5056299441","display_name":"Kris Gunawan","orcid":"https://orcid.org/0000-0003-4975-0163","observed_orcids":["https://orcid.org/0000-0003-4975-0163"]},"institutions":[{"id":"https://openalex.org/I119896790","display_name":"Sebelas Maret University","ror":"https://ror.org/021hq5q33","country_code":"ID","type":"education","lineage":["https://openalex.org/I119896790"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Kadek Dwi Hendratma Gunawan","raw_affiliation_strings":["Universitas Sebelas Maret,Department of Science Education,Surakarta,Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitas Sebelas Maret,Department of Science Education,Surakarta,Indonesia","institution_ids":["https://openalex.org/I119896790"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100020545","display_name":"Jovita Ridhani","orcid":"https://orcid.org/0009-0007-0382-5680","observed_orcids":["https://orcid.org/0009-0007-0382-5680"]},"institutions":[{"id":"https://openalex.org/I119896790","display_name":"Sebelas Maret University","ror":"https://ror.org/021hq5q33","country_code":"ID","type":"education","lineage":["https://openalex.org/I119896790"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Jovita Ridhani","raw_affiliation_strings":["Universitas Sebelas Maret,Department of Educational Technology,Surakarta,Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitas Sebelas Maret,Department of Educational Technology,Surakarta,Indonesia","institution_ids":["https://openalex.org/I119896790"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066445510","display_name":"Annisa Nur Khasanah","orcid":"https://orcid.org/0009-0006-0355-5716","observed_orcids":["https://orcid.org/0009-0006-0355-5716"]},"institutions":[{"id":"https://openalex.org/I119896790","display_name":"Sebelas Maret University","ror":"https://ror.org/021hq5q33","country_code":"ID","type":"education","lineage":["https://openalex.org/I119896790"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Annisa Nur Khasanah","raw_affiliation_strings":["Universitas Sebelas Maret,Department of Science Education,Surakarta,Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitas Sebelas Maret,Department of Science Education,Surakarta,Indonesia","institution_ids":["https://openalex.org/I119896790"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064175763","display_name":"Bayu Antrakusuma","orcid":"https://orcid.org/0009-0005-2042-3849","observed_orcids":["https://orcid.org/0009-0005-2042-3849","https://orcid.org/0009-0008-5691-7578"]},"institutions":[{"id":"https://openalex.org/I119896790","display_name":"Sebelas Maret University","ror":"https://ror.org/021hq5q33","country_code":"ID","type":"education","lineage":["https://openalex.org/I119896790"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Bayu Antrakusuma","raw_affiliation_strings":["Universitas Sebelas Maret,Department of Science Education,Surakarta,Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitas Sebelas Maret,Department of Science Education,Surakarta,Indonesia","institution_ids":["https://openalex.org/I119896790"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063029730","display_name":"Putu Harry Gunawan","orcid":"https://orcid.org/0000-0002-3635-894X","observed_orcids":["https://orcid.org/0000-0002-3635-894X"]},"institutions":[{"id":"https://openalex.org/I862893732","display_name":"Telkom University","ror":"https://ror.org/0004wsx81","country_code":"ID","type":"education","lineage":["https://openalex.org/I862893732"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Putu Harry Gunawan","raw_affiliation_strings":["Telkom University,School of Computing,Bandung,Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Telkom University,School of Computing,Bandung,Indonesia","institution_ids":["https://openalex.org/I862893732"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5132810285","display_name":"Muhammad Nur Hudha","orcid":"https://orcid.org/0000-0001-6527-8298","observed_orcids":["https://orcid.org/0000-0001-6527-8298"]},"institutions":[{"id":"https://openalex.org/I119896790","display_name":"Sebelas Maret University","ror":"https://ror.org/021hq5q33","country_code":"ID","type":"education","lineage":["https://openalex.org/I119896790"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Muhammad Nur Hudha","raw_affiliation_strings":["Universitas Sebelas Maret,Department of Science Education,Surakarta,Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitas Sebelas Maret,Department of Science Education,Surakarta,Indonesia","institution_ids":["https://openalex.org/I119896790"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.0016,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.94380181,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"19","last_page":"24"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14414","display_name":"Artificial Intelligence in Education","score":0.989300012588501,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T14414","display_name":"Artificial Intelligence in Education","score":0.989300012588501,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.006899999920278788,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12260","display_name":"Educational Technology and Pedagogy","score":0.0008999999845400453,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-intelligence-in-education","display_name":"artificial intelligence in education","score":0.9860000014305115},{"id":"https://openalex.org/keywords/data-driven-education","display_name":"data-driven education","score":0.7789999842643738},{"id":"https://openalex.org/keywords/university-science-education","display_name":"university science education","score":0.9599999785423279},{"id":"https://openalex.org/keywords/generative-ai","display_name":"generative AI","score":0.7289999723434448},{"id":"https://openalex.org/keywords/learning-analytics","display_name":"learning analytics","score":0.9760000109672546},{"id":"https://openalex.org/keywords/adaptive-learning-systems","display_name":"adaptive learning systems","score":0.8740000128746033},{"id":"https://openalex.org/keywords/predictive-modeling","display_name":"predictive modeling","score":0.6259999871253967},{"id":"https://openalex.org/keywords/algorithmic-bias","display_name":"algorithmic bias","score":0.7329999804496765},{"id":"https://openalex.org/keywords/data-ethics","display_name":"data ethics","score":0.9610000252723694},{"id":"https://openalex.org/keywords/educational-equity","display_name":"educational equity","score":0.7580000162124634},{"id":"https://openalex.org/keywords/ai-governance","display_name":"AI governance","score":0.8190000057220459},{"id":"https://openalex.org/keywords/faculty-readiness","display_name":"faculty readiness","score":0.7210000157356262},{"id":"https://openalex.org/keywords/personalized-learning","display_name":"personalized learning","score":0.6420000195503235},{"id":"https://openalex.org/keywords/stem-education","display_name":"STEM education","score":0.6269999742507935},{"id":"https://openalex.org/keywords/higher-education","display_name":"higher education","score":0.6119999885559082}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43619999289512634},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4327000081539154},{"id":"https://openalex.org/C157170001","wikidata":"https://www.wikidata.org/wiki/Q4781507","display_name":"Applications of artificial intelligence","level":2,"score":0.3617999851703644},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.32739999890327454},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3255000114440918},{"id":"https://openalex.org/C55587333","wikidata":"https://www.wikidata.org/wiki/Q1133029","display_name":"Engineering ethics","level":1,"score":0.3208000063896179},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.27239999175071716},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.23890000581741333},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.2345000058412552},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.2249000072479248}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icdsg67714.2025.11381391","doi":"https://doi.org/10.1109/icdsg67714.2025.11381391","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icdsg67714.2025.11381391","pdf_url":null,"source":{"id":"https://openalex.org/S7407106933","display_name":"International Conference on Data Science and Geoinformatics (ICDSG)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 1st International Conference on Data Science and Geoinformatics (ICDSG)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.975600004196167,"display_name":"Quality education"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":56,"referenced_works":["https://openalex.org/W2770717476","https://openalex.org/W3118551808","https://openalex.org/W3129201251","https://openalex.org/W3131540942","https://openalex.org/W3168719211","https://openalex.org/W3215367974","https://openalex.org/W4205809386","https://openalex.org/W4282964691","https://openalex.org/W4283808063","https://openalex.org/W4378084879","https://openalex.org/W4381661242","https://openalex.org/W4383742780","https://openalex.org/W4384464487","https://openalex.org/W4385953515","https://openalex.org/W4386634686","https://openalex.org/W4387954002","https://openalex.org/W4388551749","https://openalex.org/W4388848791","https://openalex.org/W4390509729","https://openalex.org/W4391510869","https://openalex.org/W4391805238","https://openalex.org/W4392200334","https://openalex.org/W4393858826","https://openalex.org/W4394964316","https://openalex.org/W4394980843","https://openalex.org/W4395089035","https://openalex.org/W4398236678","https://openalex.org/W4398769297","https://openalex.org/W4399665471","https://openalex.org/W4400577651","https://openalex.org/W4401893254","https://openalex.org/W4401965902","https://openalex.org/W4402274429","https://openalex.org/W4403272388","https://openalex.org/W4403409435","https://openalex.org/W4403741383","https://openalex.org/W4403765124","https://openalex.org/W4403828175","https://openalex.org/W4404332403","https://openalex.org/W4404908538","https://openalex.org/W4404909532","https://openalex.org/W4404973898","https://openalex.org/W4405003396","https://openalex.org/W4405881280","https://openalex.org/W4406101914","https://openalex.org/W4406156281","https://openalex.org/W4407315033","https://openalex.org/W4407353136","https://openalex.org/W4408116864","https://openalex.org/W4409987909","https://openalex.org/W4410206410","https://openalex.org/W4411292450","https://openalex.org/W4411336119","https://openalex.org/W4411353517","https://openalex.org/W4414169751","https://openalex.org/W4415023666"],"related_works":["https://openalex.org/W4417076798","https://openalex.org/W4415277733","https://openalex.org/W4410206410","https://openalex.org/W7202254822","https://openalex.org/W7167696774","https://openalex.org/W4394771896","https://openalex.org/W4400098474","https://openalex.org/W4406246221","https://openalex.org/W7166077483","https://openalex.org/W4417250122"],"abstract_inverted_index":{"The":[0,107,184],"integration":[1,229],"of":[2,38,83,104],"artificial":[3,39],"intelligence":[4,40],"(AI)":[5],"and":[6,31,46,77,89,101,124,127,136,152,164,182,189,206,234,250],"data-driven":[7,51,190],"approaches":[8,142],"into":[9],"higher":[10,162],"education":[11,191],"has":[12],"accelerated":[13],"in":[14,53,116,132],"recent":[15,62],"years,":[16],"particularly":[17],"within":[18],"science":[19,55],"education,":[20],"where":[21],"traditional":[22],"models":[23],"often":[24,143],"struggle":[25],"with":[26,129,231],"scalability,":[27],"diverse":[28],"learning":[29,117,122],"needs,":[30],"assessment":[32,126],"quality.":[33],"This":[34],"review":[35,82,185],"examines":[36],"applications":[37,131],"(AI)\u2014encompassing":[41],"both":[42],"classical":[43],"machine-learning":[44],"systems":[45],"emerging":[47],"generative":[48],"AI":[49,105,111,188,215],"models\u2014and":[50],"methods":[52],"university-level":[54],"education.":[56],"It":[57],"uniquely":[58],"contributes":[59],"by":[60,173,246],"mapping":[61],"empirical":[63],"evidence":[64,248],"(2016\u20132025)":[65],"through":[66],"a":[67,219,224],"governance\u2013readiness\u2013":[68],"implementation":[69],"lens":[70],"that":[71,96,110,187],"links":[72],"technical":[73,220],"deployment":[74],"to":[75,176,213,255],"pedagogical":[76,225],"ethical":[78,251],"outcomes.":[79],"A":[80],"narrative":[81],"peer-reviewed":[84],"literature":[85],"published":[86],"between":[87],"2016":[88],"2025":[90],"was":[91],"conducted,":[92],"drawing":[93],"on":[94,201],"studies":[95],"explore":[97],"the":[98],"pedagogical,":[99],"technological,":[100],"institutional":[102,137],"dimensions":[103],"adoption.":[106],"findings":[108],"indicate":[109],"is":[112],"most":[113],"commonly":[114],"employed":[115],"analytics,":[118],"predictive":[119],"modeling,":[120],"adaptive":[121],"systems,":[123],"AI-enabled":[125],"feedback,":[128],"additional":[130],"immersive":[133],"laboratory":[134],"environments":[135],"decision-making.":[138],"Across":[139],"studies,":[140],"these":[141,169],"enhance":[144],"personalization,":[145],"support":[146],"at-risk":[147],"students,":[148],"streamline":[149],"faculty":[150],"workload,":[151],"enable":[153],"curriculum":[154],"reform.":[155],"Reported":[156],"outcomes":[157],"include":[158],"improved":[159],"academic":[160],"performance,":[161],"engagement,":[163],"greater":[165],"student":[166],"autonomy;":[167],"however,":[168],"benefits":[170],"are":[171,210],"tempered":[172],"challenges":[174],"relating":[175],"equity,":[177,232],"data":[178],"ethics,":[179],"algorithmic":[180],"bias,":[181],"sustainability.":[183],"highlights":[186],"represent":[192],"transformative":[193],"yet":[194],"ethically":[195],"sensitive":[196],"innovations":[197],"whose":[198],"effectiveness":[199],"depends":[200],"governance":[202,252],"frameworks,":[203],"educator":[204],"readiness,":[205],"responsible":[207],"implementation.":[208],"Universities":[209],"thus":[211],"called":[212],"adopt":[214],"not":[216],"merely":[217],"as":[218,223],"enhancement":[221],"but":[222],"partner,":[226],"ensuring":[227],"its":[228],"aligns":[230],"integrity,":[233],"evidence-based":[235],"learning.":[236],"By":[237],"synthesizing":[238],"cross-disciplinary":[239],"findings,":[240],"this":[241],"study":[242],"extends":[243],"prior":[244],"reviews":[245],"delineating":[247],"strength":[249],"mechanisms":[253],"specific":[254],"STEM":[256],"domains.":[257]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-10-28T10:33:24.094632","created_date":"2026-04-15T00:00:00"}