{"id":"https://openalex.org/W4298623011","doi":"https://doi.org/10.1007/s12528-022-09340-3","title":"The use and application of learning theory in learning analytics: a scoping review","display_name":"The use and application of learning theory in learning analytics: a scoping review","publication_year":2022,"publication_date":"2022-10-01","ids":{"openalex":"https://openalex.org/W4298623011","doi":"https://doi.org/10.1007/s12528-022-09340-3"},"language":"en","primary_location":{"id":"doi:10.1007/s12528-022-09340-3","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s12528-022-09340-3","pdf_url":"https://link.springer.com/content/pdf/10.1007/s12528-022-09340-3.pdf","source":{"id":"https://openalex.org/S55310782","display_name":"Journal of Computing in Higher Education","issn_l":"1042-1726","issn":["1042-1726","1867-1233"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computing in Higher Education","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s12528-022-09340-3.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5068056028","display_name":"Mohammad Khalil","orcid":"https://orcid.org/0000-0002-6860-4404"},"institutions":[{"id":"https://openalex.org/I4432739","display_name":"University of Bergen","ror":"https://ror.org/03zga2b32","country_code":"NO","type":"education","lineage":["https://openalex.org/I4432739"]}],"countries":["NO"],"is_corresponding":true,"raw_author_name":"Mohammad Khalil","raw_affiliation_strings":["Centre for the Science of Learning and Technology (SLATE), University of Bergen, Bergen, Norway"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for the Science of Learning and Technology (SLATE), University of Bergen, Bergen, Norway","institution_ids":["https://openalex.org/I4432739"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088400879","display_name":"Paul Prinsloo","orcid":"https://orcid.org/0000-0002-1838-540X"},"institutions":[{"id":"https://openalex.org/I165390105","display_name":"University of South Africa","ror":"https://ror.org/048cwvf49","country_code":"ZA","type":"education","lineage":["https://openalex.org/I165390105"]}],"countries":["ZA"],"is_corresponding":false,"raw_author_name":"Paul Prinsloo","raw_affiliation_strings":["University of South Africa (Unisa), Pretoria, South Africa"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of South Africa (Unisa), Pretoria, South Africa","institution_ids":["https://openalex.org/I165390105"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045438558","display_name":"Sharon Slade","orcid":"https://orcid.org/0000-0003-0130-8456"},"institutions":[{"id":"https://openalex.org/I4210141489","display_name":"Earth Trust","ror":"https://ror.org/04fgqxr51","country_code":"GB","type":"nonprofit","lineage":["https://openalex.org/I4210141489"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Sharon Slade","raw_affiliation_strings":["Earth Trust, Little Wittenham, Abingdon, OX14 4QZ, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Earth Trust, Little Wittenham, Abingdon, OX14 4QZ, UK","institution_ids":["https://openalex.org/I4210141489"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5068056028"],"corresponding_institution_ids":["https://openalex.org/I4432739"],"apc_list":{"value":2890,"currency":"USD","value_usd":2890},"apc_paid":{"value":2890,"currency":"USD","value_usd":2890},"fwci":9.7278,"has_fulltext":true,"cited_by_count":60,"citation_normalized_percentile":{"value":0.98250882,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"35","issue":"3","first_page":"573","last_page":"594"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9340999722480774,"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":0.8914792537689209},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.550983726978302},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5232112407684326},{"id":"https://openalex.org/keywords/cultural-analytics","display_name":"Cultural analytics","score":0.4497251510620117},{"id":"https://openalex.org/keywords/learning-sciences","display_name":"Learning sciences","score":0.43378493189811707},{"id":"https://openalex.org/keywords/educational-technology","display_name":"Educational technology","score":0.430270791053772},{"id":"https://openalex.org/keywords/learning-theory","display_name":"Learning theory","score":0.42199164628982544},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4150477349758148},{"id":"https://openalex.org/keywords/educational-research","display_name":"Educational research","score":0.4137551784515381},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.3369113802909851},{"id":"https://openalex.org/keywords/sociology","display_name":"Sociology","score":0.28499579429626465},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.2648111581802368},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.2514686584472656},{"id":"https://openalex.org/keywords/semantic-analytics","display_name":"Semantic analytics","score":0.24798068404197693},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.21913933753967285},{"id":"https://openalex.org/keywords/social-science","display_name":"Social science","score":0.1946956217288971},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.12470868229866028}],"concepts":[{"id":"https://openalex.org/C2777648619","wikidata":"https://www.wikidata.org/wiki/Q2845208","display_name":"Learning analytics","level":2,"score":0.8914792537689209},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.550983726978302},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5232112407684326},{"id":"https://openalex.org/C545860419","wikidata":"https://www.wikidata.org/wiki/Q5193251","display_name":"Cultural analytics","level":5,"score":0.4497251510620117},{"id":"https://openalex.org/C96427005","wikidata":"https://www.wikidata.org/wiki/Q98442705","display_name":"Learning sciences","level":3,"score":0.43378493189811707},{"id":"https://openalex.org/C16443162","wikidata":"https://www.wikidata.org/wiki/Q1068473","display_name":"Educational technology","level":2,"score":0.430270791053772},{"id":"https://openalex.org/C92393732","wikidata":"https://www.wikidata.org/wiki/Q1790374","display_name":"Learning theory","level":2,"score":0.42199164628982544},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4150477349758148},{"id":"https://openalex.org/C36727532","wikidata":"https://www.wikidata.org/wiki/Q861399","display_name":"Educational research","level":2,"score":0.4137551784515381},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3369113802909851},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.28499579429626465},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.2648111581802368},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.2514686584472656},{"id":"https://openalex.org/C148792806","wikidata":"https://www.wikidata.org/wiki/Q7449046","display_name":"Semantic analytics","level":4,"score":0.24798068404197693},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.21913933753967285},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.1946956217288971},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.12470868229866028},{"id":"https://openalex.org/C130436687","wikidata":"https://www.wikidata.org/wiki/Q7978591","display_name":"Web modeling","level":3,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s12528-022-09340-3","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s12528-022-09340-3","pdf_url":"https://link.springer.com/content/pdf/10.1007/s12528-022-09340-3.pdf","source":{"id":"https://openalex.org/S55310782","display_name":"Journal of Computing in Higher Education","issn_l":"1042-1726","issn":["1042-1726","1867-1233"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computing in Higher Education","raw_type":"journal-article"},{"id":"pmh:oai:bora.uib.no:11250/3055680","is_oa":true,"landing_page_url":"https://hdl.handle.net/11250/3055680","pdf_url":null,"source":{"id":"https://openalex.org/S4306401716","display_name":"Duo Research Archive (University of Oslo)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I184942183","host_organization_name":"University of Oslo","host_organization_lineage":["https://openalex.org/I184942183"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Computing in Higher Education","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1007/s12528-022-09340-3","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s12528-022-09340-3","pdf_url":"https://link.springer.com/content/pdf/10.1007/s12528-022-09340-3.pdf","source":{"id":"https://openalex.org/S55310782","display_name":"Journal of Computing in Higher Education","issn_l":"1042-1726","issn":["1042-1726","1867-1233"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computing in Higher Education","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.4399999976158142,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320323078","display_name":"Universitetet i Bergen","ror":"https://ror.org/03zga2b32"},{"id":"https://openalex.org/F4320326507","display_name":"Haukeland\u00a0Universitetssjukehus","ror":"https://ror.org/03np4e098"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4298623011.pdf","grobid_xml":"https://content.openalex.org/works/W4298623011.grobid-xml"},"referenced_works_count":78,"referenced_works":["https://openalex.org/W414755498","https://openalex.org/W584790758","https://openalex.org/W1489423786","https://openalex.org/W1489713973","https://openalex.org/W1500693574","https://openalex.org/W1578652389","https://openalex.org/W1838843281","https://openalex.org/W1965093772","https://openalex.org/W1967328001","https://openalex.org/W1975831967","https://openalex.org/W1981969581","https://openalex.org/W1982464953","https://openalex.org/W1987552834","https://openalex.org/W2003198118","https://openalex.org/W2004121301","https://openalex.org/W2005372638","https://openalex.org/W2010500041","https://openalex.org/W2013821356","https://openalex.org/W2020913920","https://openalex.org/W2029554881","https://openalex.org/W2040555123","https://openalex.org/W2050401428","https://openalex.org/W2068264290","https://openalex.org/W2072439510","https://openalex.org/W2075950485","https://openalex.org/W2078251144","https://openalex.org/W2093848772","https://openalex.org/W2095742734","https://openalex.org/W2103356100","https://openalex.org/W2105321265","https://openalex.org/W2112289137","https://openalex.org/W2139804199","https://openalex.org/W2144190976","https://openalex.org/W2150290224","https://openalex.org/W2162897826","https://openalex.org/W2165908999","https://openalex.org/W2168994663","https://openalex.org/W2172014141","https://openalex.org/W2202037140","https://openalex.org/W2261406464","https://openalex.org/W2337326802","https://openalex.org/W2519942451","https://openalex.org/W2592799768","https://openalex.org/W2594372826","https://openalex.org/W2618398567","https://openalex.org/W2735087508","https://openalex.org/W2754223084","https://openalex.org/W2793194499","https://openalex.org/W2793552756","https://openalex.org/W2891378911","https://openalex.org/W2901669506","https://openalex.org/W2902504734","https://openalex.org/W2946481122","https://openalex.org/W2954265123","https://openalex.org/W2962798420","https://openalex.org/W2995326110","https://openalex.org/W3003387127","https://openalex.org/W3010762470","https://openalex.org/W3011454165","https://openalex.org/W3011755234","https://openalex.org/W3012466341","https://openalex.org/W3015099691","https://openalex.org/W3025942985","https://openalex.org/W3163777542","https://openalex.org/W4214846534","https://openalex.org/W4229798718","https://openalex.org/W4229864114","https://openalex.org/W4247827174","https://openalex.org/W4292808503","https://openalex.org/W4302400597","https://openalex.org/W4402287490","https://openalex.org/W6678064627","https://openalex.org/W6680751031","https://openalex.org/W6682371025","https://openalex.org/W6730303528","https://openalex.org/W6769088338","https://openalex.org/W6820686157","https://openalex.org/W7037397745"],"related_works":["https://openalex.org/W1485952063","https://openalex.org/W2229630036","https://openalex.org/W4382398841","https://openalex.org/W3192299020","https://openalex.org/W1982464953","https://openalex.org/W3111242942","https://openalex.org/W2936284199","https://openalex.org/W2086870514","https://openalex.org/W3042168181","https://openalex.org/W2501396828"],"abstract_inverted_index":{"Abstract":[0],"Since":[1],"its":[2,178],"inception":[3],"in":[4,12,22,42,54,91,158,206,219],"2011,":[5,198],"Learning":[6,100,112,155,203],"Analytics":[7,101,113,156],"has":[8],"matured":[9],"and":[10,18,21,30,36,48,63,75,102,108,166,171,223,234],"expanded":[11],"terms":[13],"of":[14,32,50,111,128,134,140,151,154,161,185,188,213,216],"reach":[15],"(e.g.,":[16],"primary":[17],"K-12":[19],"education)":[20],"having":[23],"access":[24],"to":[25,231],"a":[26,46,82,126,137,186],"greater":[27],"variety,":[28],"volume":[29],"velocity":[31],"data":[33,117],"(e.g.":[34],"collecting":[35],"analyzing":[37],"multimodal":[38],"data).":[39],"Its":[40],"roots":[41],"multiple":[43],"disciplines":[44],"yield":[45],"range":[47,127,187],"richness":[49],"theoretical":[51,57,89,179,189,227],"influences":[52,64,90],"resulting":[53],"an":[55],"inherent":[56],"pluralism.":[58],"Such":[59],"multi-and":[60],"interdisciplinary":[61],"origins":[62],"raise":[65],"questions":[66],"around":[67],"which":[68],"learning":[69,72,92,120,143,193,217,220],"theories":[70,194],"inform":[71],"analytics":[73,121,144,221],"research,":[74],"the":[76,79,88,99,109,132,149,152,159,162,167,207,211,214],"implications":[77,212],"for":[78],"field":[80],"should":[81],"particular":[83,175],"theory":[84,218],"dominate.":[85],"In":[86],"establishing":[87],"analytics,":[93],"this":[94,135,226],"scoping":[95],"review":[96],"focused":[97],"on":[98],"Knowledge":[103],"Conference":[104],"(LAK)":[105],"Proceedings":[106],"(2011\u20132020)":[107],"Journal":[110],"(JLA)":[114],"(2014\u20132020)":[115],"as":[116,172,201],"sources.":[118],"While":[119,191],"research":[122,141,222],"is":[123,229],"published":[124,147],"across":[125],"scholarly":[129],"journals,":[130],"at":[131],"time":[133],"study,":[136],"significant":[138],"part":[139],"into":[142,177],"had":[145],"been":[146],"under":[148],"auspices":[150],"Society":[153],"(SoLAR),":[157],"proceedings":[160],"annual":[163],"LAK":[164],"conference":[165],"field\u2019s":[168],"official":[169],"journal,":[170],"such,":[173],"provides":[174],"insight":[176],"underpinnings.":[180],"The":[181],"analysis":[182],"found":[183],"evidence":[184],"influences.":[190],"some":[192],"have":[195],"waned":[196],"since":[197],"others,":[199],"such":[200],"Self-Regulated":[202],"(SRL),":[204],"are":[205],"ascendency.":[208],"We":[209],"discuss":[210],"use":[215],"conclude":[224],"that":[225],"pluralism":[228],"something":[230],"be":[232],"treasured":[233],"protected.":[235]},"counts_by_year":[{"year":2026,"cited_by_count":12},{"year":2025,"cited_by_count":15},{"year":2024,"cited_by_count":20},{"year":2023,"cited_by_count":13}],"updated_date":"2026-08-15T07:11:24.734988","created_date":"2025-10-10T00:00:00"}
