{"id":"https://openalex.org/W4224075207","doi":"https://doi.org/10.1080/10494820.2022.2061006","title":"A systematic review of personalized learning in higher education: learning content structure, learning materials sequence, and learning readiness support","display_name":"A systematic review of personalized learning in higher education: learning content structure, learning materials sequence, and learning readiness support","publication_year":2022,"publication_date":"2022-04-13","ids":{"openalex":"https://openalex.org/W4224075207","doi":"https://doi.org/10.1080/10494820.2022.2061006"},"language":"en","primary_location":{"id":"doi:10.1080/10494820.2022.2061006","is_oa":false,"landing_page_url":"https://doi.org/10.1080/10494820.2022.2061006","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/A5069130829","display_name":"Lin Zhong","orcid":"https://orcid.org/0000-0003-2875-3461"},"institutions":[{"id":"https://openalex.org/I110378019","display_name":"Southern Illinois University Carbondale","ror":"https://ror.org/049kefs16","country_code":"US","type":"education","lineage":["https://openalex.org/I110378019","https://openalex.org/I2801502357"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Lin Zhong","raw_affiliation_strings":["Workforce Education and Development, Southern Illinois University, Carbondale, IL, USA"],"affiliations":[{"raw_affiliation_string":"Workforce Education and Development, Southern Illinois University, Carbondale, IL, USA","institution_ids":["https://openalex.org/I110378019"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5069130829"],"corresponding_institution_ids":["https://openalex.org/I110378019"],"apc_list":null,"apc_paid":null,"fwci":10.1912,"has_fulltext":false,"cited_by_count":43,"citation_normalized_percentile":{"value":0.98644402,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"31","issue":"10","first_page":"7053","last_page":"7073"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11820","display_name":"Learning Styles and Cognitive Differences","score":0.9947999715805054,"subfield":{"id":"https://openalex.org/subfields/3204","display_name":"Developmental and Educational Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11820","display_name":"Learning Styles and Cognitive Differences","score":0.9947999715805054,"subfield":{"id":"https://openalex.org/subfields/3204","display_name":"Developmental and Educational Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9908999800682068,"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/T12171","display_name":"Open Education and E-Learning","score":0.9883999824523926,"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/personalized-learning","display_name":"Personalized learning","score":0.7396531701087952},{"id":"https://openalex.org/keywords/educational-technology","display_name":"Educational technology","score":0.623849630355835},{"id":"https://openalex.org/keywords/active-learning","display_name":"Active learning (machine learning)","score":0.5497933626174927},{"id":"https://openalex.org/keywords/experiential-learning","display_name":"Experiential learning","score":0.5190544724464417},{"id":"https://openalex.org/keywords/blended-learning","display_name":"Blended learning","score":0.5123842358589172},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5052521824836731},{"id":"https://openalex.org/keywords/open-learning","display_name":"Open learning","score":0.48926612734794617},{"id":"https://openalex.org/keywords/learning-sciences","display_name":"Learning sciences","score":0.48166048526763916},{"id":"https://openalex.org/keywords/sequence-learning","display_name":"Sequence learning","score":0.47889819741249084},{"id":"https://openalex.org/keywords/structuring","display_name":"Structuring","score":0.4592885673046112},{"id":"https://openalex.org/keywords/synchronous-learning","display_name":"Synchronous learning","score":0.44679170846939087},{"id":"https://openalex.org/keywords/cooperative-learning","display_name":"Cooperative learning","score":0.4362087547779083},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3038502335548401},{"id":"https://openalex.org/keywords/teaching-method","display_name":"Teaching method","score":0.282284677028656},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.23334789276123047},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.232822984457016}],"concepts":[{"id":"https://openalex.org/C142039133","wikidata":"https://www.wikidata.org/wiki/Q3620943","display_name":"Personalized learning","level":5,"score":0.7396531701087952},{"id":"https://openalex.org/C16443162","wikidata":"https://www.wikidata.org/wiki/Q1068473","display_name":"Educational technology","level":2,"score":0.623849630355835},{"id":"https://openalex.org/C77967617","wikidata":"https://www.wikidata.org/wiki/Q4677561","display_name":"Active learning (machine learning)","level":2,"score":0.5497933626174927},{"id":"https://openalex.org/C37228920","wikidata":"https://www.wikidata.org/wiki/Q1307600","display_name":"Experiential learning","level":2,"score":0.5190544724464417},{"id":"https://openalex.org/C158592959","wikidata":"https://www.wikidata.org/wiki/Q869010","display_name":"Blended learning","level":3,"score":0.5123842358589172},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5052521824836731},{"id":"https://openalex.org/C15122004","wikidata":"https://www.wikidata.org/wiki/Q385756","display_name":"Open learning","level":4,"score":0.48926612734794617},{"id":"https://openalex.org/C96427005","wikidata":"https://www.wikidata.org/wiki/Q98442705","display_name":"Learning sciences","level":3,"score":0.48166048526763916},{"id":"https://openalex.org/C40506919","wikidata":"https://www.wikidata.org/wiki/Q7452469","display_name":"Sequence learning","level":2,"score":0.47889819741249084},{"id":"https://openalex.org/C2775945657","wikidata":"https://www.wikidata.org/wiki/Q381442","display_name":"Structuring","level":2,"score":0.4592885673046112},{"id":"https://openalex.org/C19122763","wikidata":"https://www.wikidata.org/wiki/Q7662215","display_name":"Synchronous learning","level":4,"score":0.44679170846939087},{"id":"https://openalex.org/C51672120","wikidata":"https://www.wikidata.org/wiki/Q303446","display_name":"Cooperative learning","level":3,"score":0.4362087547779083},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3038502335548401},{"id":"https://openalex.org/C88610354","wikidata":"https://www.wikidata.org/wiki/Q1813494","display_name":"Teaching method","level":2,"score":0.282284677028656},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.23334789276123047},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.232822984457016},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1080/10494820.2022.2061006","is_oa":false,"landing_page_url":"https://doi.org/10.1080/10494820.2022.2061006","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":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education","score":0.8500000238418579}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":60,"referenced_works":["https://openalex.org/W43255597","https://openalex.org/W1482793024","https://openalex.org/W1493910332","https://openalex.org/W1528273163","https://openalex.org/W1554307917","https://openalex.org/W1604147101","https://openalex.org/W1660123436","https://openalex.org/W1758841086","https://openalex.org/W1973776165","https://openalex.org/W1987794617","https://openalex.org/W2012378416","https://openalex.org/W2022190765","https://openalex.org/W2051989764","https://openalex.org/W2057714291","https://openalex.org/W2058543300","https://openalex.org/W2083831532","https://openalex.org/W2106956101","https://openalex.org/W2112268323","https://openalex.org/W2137210603","https://openalex.org/W2140313318","https://openalex.org/W2144860743","https://openalex.org/W2146178281","https://openalex.org/W2149445755","https://openalex.org/W2152205954","https://openalex.org/W2173800956","https://openalex.org/W2264953279","https://openalex.org/W2320084995","https://openalex.org/W2338724496","https://openalex.org/W2392763223","https://openalex.org/W2466097380","https://openalex.org/W2537170369","https://openalex.org/W2735284881","https://openalex.org/W2903523389","https://openalex.org/W2921444726","https://openalex.org/W2949109425","https://openalex.org/W2957706913","https://openalex.org/W2964513457","https://openalex.org/W2966076375","https://openalex.org/W2973157966","https://openalex.org/W2987554341","https://openalex.org/W2991034571","https://openalex.org/W2991846997","https://openalex.org/W2997787682","https://openalex.org/W2999792204","https://openalex.org/W3004969512","https://openalex.org/W3005902920","https://openalex.org/W3025802217","https://openalex.org/W3035991136","https://openalex.org/W3036177938","https://openalex.org/W3038228746","https://openalex.org/W3043797036","https://openalex.org/W3049483075","https://openalex.org/W3082247891","https://openalex.org/W3093893125","https://openalex.org/W3159409425","https://openalex.org/W3177984881","https://openalex.org/W4214737090","https://openalex.org/W4233348654","https://openalex.org/W6601731526","https://openalex.org/W6814682980"],"related_works":["https://openalex.org/W3207508404","https://openalex.org/W1597787164","https://openalex.org/W2074363113","https://openalex.org/W2391246822","https://openalex.org/W2362852039","https://openalex.org/W2412976523","https://openalex.org/W2098378049","https://openalex.org/W4389399746","https://openalex.org/W2741163500","https://openalex.org/W4210250998"],"abstract_inverted_index":{"While":[0],"most":[1],"educators":[2],"regard":[3],"personalized":[4,19,26,51,79,101,159],"learning":[5,27,55,58,62,80,102,110,113,117,127,160],"as":[6],"beneficial":[7],"for":[8,165],"higher":[9,34,82,104],"education":[10,35,83],"and":[11,31,61,84,116,126],"continuous":[12],"research":[13,95],"has":[14,28],"demonstrated":[15],"the":[16,47,88,151,155],"effectiveness":[17],"of":[18,24,40,50,67,78,100,143,158],"learning,":[20,52],"a":[21,140,166],"comprehensive":[22],"understanding":[23],"how":[25],"been":[29,132],"designed":[30],"implemented":[32],"in":[33,81,87,103,135,150],"is":[36,44],"scarce.":[37],"The":[38,90],"purpose":[39],"this":[41],"review":[42,74],"study":[43],"to":[45,73],"examine":[46],"design":[48,76],"elements":[49],"focusing":[53],"on":[54],"content":[56,111],"structuring,":[57,112],"materials":[59,114,124],"sequencing,":[60,115],"readiness":[63,118,128],"support.":[64],"A":[65],"total":[66],"41":[68],"relevant":[69],"articles":[70,145],"were":[71,120,161],"analyzed":[72],"current":[75],"trends":[77],"identify":[85],"gaps":[86],"literature.":[89],"results":[91],"revealed":[92,108],"an":[93],"increasing":[94],"interest":[96],"but":[97],"low":[98],"maturity":[99],"education.":[105],"Results":[106],"also":[107],"that":[109,154],"support":[119,129],"treated":[121],"separately.":[122],"Learning":[123],"sequence":[125],"have":[130],"not":[131,147,162],"considered":[133],"together":[134],"many":[136],"reviewed":[137,144],"articles.":[138],"Besides,":[139],"large":[141],"number":[142],"could":[146],"be":[148],"specified":[149],"categories,":[152],"indicating":[153],"theoretical":[156],"foundations":[157],"advanced":[163],"enough":[164],"wide":[167],"adoption.":[168]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":19},{"year":2024,"cited_by_count":12},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":5}],"updated_date":"2026-02-28T09:26:25.869077","created_date":"2025-10-10T00:00:00"}