{"id":"https://openalex.org/W4409155622","doi":"https://doi.org/10.1080/10494820.2025.2478437","title":"Personalized learning supported by learning analytics: a systematic review of functions, pathways, and educational outcomes","display_name":"Personalized learning supported by learning analytics: a systematic review of functions, pathways, and educational outcomes","publication_year":2025,"publication_date":"2025-04-03","ids":{"openalex":"https://openalex.org/W4409155622","doi":"https://doi.org/10.1080/10494820.2025.2478437"},"language":"en","primary_location":{"id":"doi:10.1080/10494820.2025.2478437","is_oa":false,"landing_page_url":"https://doi.org/10.1080/10494820.2025.2478437","pdf_url":null,"source":{"id":"https://openalex.org/S90466346","display_name":"Interactive Learning Environments","issn_l":"1049-4820","issn":["1049-4820","1744-5191"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Interactive Learning Environments","raw_type":"journal-article"},"type":"review","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/A5100727577","display_name":"Ning Jing","orcid":"https://orcid.org/0000-0003-3445-6658"},"institutions":[{"id":"https://openalex.org/I111599522","display_name":"Jiangnan University","ror":"https://ror.org/04mkzax54","country_code":"CN","type":"education","lineage":["https://openalex.org/I111599522"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jing Ning","raw_affiliation_strings":["Jiangnan University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Jiangnan University","institution_ids":["https://openalex.org/I111599522"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053722499","display_name":"Zhiqiang Ma","orcid":"https://orcid.org/0000-0002-6492-0733"},"institutions":[{"id":"https://openalex.org/I111599522","display_name":"Jiangnan University","ror":"https://ror.org/04mkzax54","country_code":"CN","type":"education","lineage":["https://openalex.org/I111599522"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhiqiang Ma","raw_affiliation_strings":["Jiangnan University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Jiangnan University","institution_ids":["https://openalex.org/I111599522"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045561398","display_name":"Jiajia Yao","orcid":null},"institutions":[{"id":"https://openalex.org/I111599522","display_name":"Jiangnan University","ror":"https://ror.org/04mkzax54","country_code":"CN","type":"education","lineage":["https://openalex.org/I111599522"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiajia Yao","raw_affiliation_strings":["Jiangnan University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Jiangnan University","institution_ids":["https://openalex.org/I111599522"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088901208","display_name":"Qiyun Wang","orcid":"https://orcid.org/0000-0001-5891-4997"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Qiyun Wang","raw_affiliation_strings":["Nanyang Technological University"],"raw_orcid":"https://orcid.org/0000-0001-5891-4997","affiliations":[{"raw_affiliation_string":"Nanyang Technological University","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"last","author":{"id":null,"display_name":"Binger Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I111599522","display_name":"Jiangnan University","ror":"https://ror.org/04mkzax54","country_code":"CN","type":"education","lineage":["https://openalex.org/I111599522"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Binger Zhang","raw_affiliation_strings":["Jiangnan University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Jiangnan University","institution_ids":["https://openalex.org/I111599522"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5053722499"],"corresponding_institution_ids":["https://openalex.org/I111599522"],"apc_list":null,"apc_paid":null,"fwci":1.1294,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.8009828,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"33","issue":"8","first_page":"5042","last_page":"5064"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9994999766349792,"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"}},"topics":[{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9994999766349792,"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/T14246","display_name":"E-Learning and Knowledge Management","score":0.970300018787384,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/learning-analytics","display_name":"Learning analytics","score":0.7281959652900696},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6036137938499451},{"id":"https://openalex.org/keywords/educational-technology","display_name":"Educational technology","score":0.5469610095024109},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.46233388781547546},{"id":"https://openalex.org/keywords/personalized-learning","display_name":"Personalized learning","score":0.44895753264427185},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4256152808666229},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.38261735439300537},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.33161166310310364},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3293599486351013},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3175469636917114},{"id":"https://openalex.org/keywords/teaching-method","display_name":"Teaching method","score":0.27407747507095337},{"id":"https://openalex.org/keywords/open-learning","display_name":"Open learning","score":0.2065097987651825},{"id":"https://openalex.org/keywords/cooperative-learning","display_name":"Cooperative learning","score":0.1995730996131897}],"concepts":[{"id":"https://openalex.org/C2777648619","wikidata":"https://www.wikidata.org/wiki/Q2845208","display_name":"Learning analytics","level":2,"score":0.7281959652900696},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6036137938499451},{"id":"https://openalex.org/C16443162","wikidata":"https://www.wikidata.org/wiki/Q1068473","display_name":"Educational technology","level":2,"score":0.5469610095024109},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.46233388781547546},{"id":"https://openalex.org/C142039133","wikidata":"https://www.wikidata.org/wiki/Q3620943","display_name":"Personalized learning","level":5,"score":0.44895753264427185},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4256152808666229},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.38261735439300537},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.33161166310310364},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3293599486351013},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3175469636917114},{"id":"https://openalex.org/C88610354","wikidata":"https://www.wikidata.org/wiki/Q1813494","display_name":"Teaching method","level":2,"score":0.27407747507095337},{"id":"https://openalex.org/C15122004","wikidata":"https://www.wikidata.org/wiki/Q385756","display_name":"Open learning","level":4,"score":0.2065097987651825},{"id":"https://openalex.org/C51672120","wikidata":"https://www.wikidata.org/wiki/Q303446","display_name":"Cooperative learning","level":3,"score":0.1995730996131897}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1080/10494820.2025.2478437","is_oa":false,"landing_page_url":"https://doi.org/10.1080/10494820.2025.2478437","pdf_url":null,"source":{"id":"https://openalex.org/S90466346","display_name":"Interactive Learning Environments","issn_l":"1049-4820","issn":["1049-4820","1744-5191"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Interactive Learning Environments","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.46000000834465027,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":54,"referenced_works":["https://openalex.org/W1598602811","https://openalex.org/W1714723801","https://openalex.org/W2056738644","https://openalex.org/W2800204907","https://openalex.org/W2810966162","https://openalex.org/W2901724277","https://openalex.org/W2902701051","https://openalex.org/W2904980464","https://openalex.org/W2963452245","https://openalex.org/W2983130301","https://openalex.org/W2990407218","https://openalex.org/W3003833974","https://openalex.org/W3008708933","https://openalex.org/W3013212961","https://openalex.org/W3035952327","https://openalex.org/W3036177938","https://openalex.org/W3038228746","https://openalex.org/W3038648614","https://openalex.org/W3039470340","https://openalex.org/W3043797036","https://openalex.org/W3044291841","https://openalex.org/W3087338956","https://openalex.org/W3091929488","https://openalex.org/W3093893125","https://openalex.org/W3097320829","https://openalex.org/W3111465890","https://openalex.org/W3123649662","https://openalex.org/W3162018934","https://openalex.org/W3168771739","https://openalex.org/W3190232679","https://openalex.org/W3194623701","https://openalex.org/W3200001936","https://openalex.org/W3208789725","https://openalex.org/W3216022053","https://openalex.org/W4210456142","https://openalex.org/W4213011574","https://openalex.org/W4239139589","https://openalex.org/W4281293415","https://openalex.org/W4281723863","https://openalex.org/W4283366063","https://openalex.org/W4289080102","https://openalex.org/W4292615927","https://openalex.org/W4292748637","https://openalex.org/W4293149106","https://openalex.org/W4316253900","https://openalex.org/W4316339752","https://openalex.org/W4316657447","https://openalex.org/W4321371811","https://openalex.org/W4376137941","https://openalex.org/W4386837826","https://openalex.org/W4387308973","https://openalex.org/W4389514958","https://openalex.org/W4389737057","https://openalex.org/W4400665724"],"related_works":["https://openalex.org/W1987827786","https://openalex.org/W2799586942","https://openalex.org/W2504091800","https://openalex.org/W2331775400","https://openalex.org/W2816728186","https://openalex.org/W2804624249","https://openalex.org/W2560130217","https://openalex.org/W605203981","https://openalex.org/W4225313275","https://openalex.org/W3097749327"],"abstract_inverted_index":{"This":[0,114],"systematic":[1],"review":[2,44],"explores":[3],"the":[4,88,117,162],"integration":[5],"of":[6,60,72,91,119,164],"learning":[7,11,31,61,92,109,120,125,155],"analytics":[8,121],"within":[9],"personalized":[10,67,154],"frameworks,":[12],"highlighting":[13],"its":[14],"functions,":[15],"pathways,":[16],"and":[17,40,54,65,70,87,111,139,149],"educational":[18,25,165],"outcomes.":[19],"Personalized":[20],"learning,":[21],"characterized":[22],"by":[23,30],"tailored":[24],"experiences,":[26],"is":[27],"increasingly":[28],"supported":[29],"analytics,":[32],"which":[33],"leverages":[34],"data":[35,63,137],"to":[36,122,136,152,161],"enhance":[37,153],"instructional":[38],"design":[39],"learner":[41,112,130],"engagement.":[42],"The":[43,97,142],"synthesizes":[45],"findings":[46,143],"from":[47],"39":[48],"empirical":[49],"studies":[50],"published":[51],"between":[52],"2019":[53],"2024,":[55],"revealing":[56],"three":[57],"primary":[58],"functions":[59],"analytics:":[62],"collection":[64],"analysis,":[66],"feedback":[68,85],"mechanisms,":[69],"optimization":[71],"teaching":[73],"strategies.":[74],"Additionally,":[75],"it":[76],"identifies":[77],"key":[78],"pathways":[79],"for":[80,147],"effective":[81],"integration,":[82],"including":[83],"data-driven":[84],"systems":[86],"dynamic":[89],"adjustment":[90],"paths":[93],"through":[94,156],"technological":[95],"platforms.":[96],"outcomes":[98],"associated":[99],"with":[100],"these":[101],"practices":[102,166],"demonstrate":[103],"significant":[104],"improvements":[105],"in":[106,167],"academic":[107],"achievement,":[108],"processes,":[110],"motivation.":[113],"research":[115],"underscores":[116],"potential":[118],"foster":[123],"adaptive":[124],"environments":[126],"that":[127],"meet":[128],"diverse":[129],"needs":[131],"while":[132],"addressing":[133],"challenges":[134],"related":[135],"privacy":[138],"ethical":[140],"considerations.":[141],"provide":[144],"valuable":[145],"insights":[146],"educators":[148],"researchers":[150],"aiming":[151],"data-informed":[157],"strategies,":[158],"ultimately":[159],"contributing":[160],"advancement":[163],"a":[168],"rapidly":[169],"evolving":[170],"digital":[171],"landscape.":[172]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":3}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
