{"id":"https://openalex.org/W4321441956","doi":"https://doi.org/10.1145/3576050.3576083","title":"Advancing leaner profiles with learning analytics: A scoping review of current trends and challenges","display_name":"Advancing leaner profiles with learning analytics: A scoping review of current trends and challenges","publication_year":2023,"publication_date":"2023-02-21","ids":{"openalex":"https://openalex.org/W4321441956","doi":"https://doi.org/10.1145/3576050.3576083"},"language":"en","primary_location":{"id":"doi:10.1145/3576050.3576083","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3576050.3576083","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3576050.3576083","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"LAK23: 13th International Learning Analytics and Knowledge Conference","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3576050.3576083","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5013209965","display_name":"Abhinava Barthakur","orcid":"https://orcid.org/0000-0002-2437-6892"},"institutions":[{"id":"https://openalex.org/I170239107","display_name":"University of South Australia","ror":"https://ror.org/01p93h210","country_code":"AU","type":"education","lineage":["https://openalex.org/I170239107"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Abhinava Barthakur","raw_affiliation_strings":["University of South Australia, Australia"],"raw_orcid":"https://orcid.org/0000-0002-2437-6892","affiliations":[{"raw_affiliation_string":"University of South Australia, Australia","institution_ids":["https://openalex.org/I170239107"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070873335","display_name":"Shane Dawson","orcid":"https://orcid.org/0000-0003-2435-2193"},"institutions":[{"id":"https://openalex.org/I170239107","display_name":"University of South Australia","ror":"https://ror.org/01p93h210","country_code":"AU","type":"education","lineage":["https://openalex.org/I170239107"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Shane Dawson","raw_affiliation_strings":["University of South Australia, Australia"],"raw_orcid":"https://orcid.org/0000-0003-2435-2193","affiliations":[{"raw_affiliation_string":"University of South Australia, Australia","institution_ids":["https://openalex.org/I170239107"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072621719","display_name":"Vitomir Kovanovi\u0107","orcid":"https://orcid.org/0000-0001-9694-6033"},"institutions":[{"id":"https://openalex.org/I170239107","display_name":"University of South Australia","ror":"https://ror.org/01p93h210","country_code":"AU","type":"education","lineage":["https://openalex.org/I170239107"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Vitomir Kovanovic","raw_affiliation_strings":["University of South Australia, Australia"],"raw_orcid":"https://orcid.org/0000-0001-9694-6033","affiliations":[{"raw_affiliation_string":"University of South Australia, Australia","institution_ids":["https://openalex.org/I170239107"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I170239107"],"apc_list":null,"apc_paid":null,"fwci":6.027,"has_fulltext":true,"cited_by_count":19,"citation_normalized_percentile":{"value":0.97529896,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"606","last_page":"612"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9995999932289124,"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":0.9995999932289124,"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/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.9987999796867371,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10636","display_name":"Innovative Teaching and Learning Methods","score":0.961899995803833,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/profiling","display_name":"Profiling (computer programming)","score":0.7803759574890137},{"id":"https://openalex.org/keywords/learning-analytics","display_name":"Learning analytics","score":0.7071824073791504},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6070627570152283},{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.5987766981124878},{"id":"https://openalex.org/keywords/strengths-and-weaknesses","display_name":"Strengths and weaknesses","score":0.5963548421859741},{"id":"https://openalex.org/keywords/mainstream","display_name":"Mainstream","score":0.5223432779312134},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.509479820728302},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.490432471036911},{"id":"https://openalex.org/keywords/scope","display_name":"Scope (computer science)","score":0.48276248574256897},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.45331525802612305},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.25830864906311035},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.23774737119674683}],"concepts":[{"id":"https://openalex.org/C187191949","wikidata":"https://www.wikidata.org/wiki/Q1138496","display_name":"Profiling (computer programming)","level":2,"score":0.7803759574890137},{"id":"https://openalex.org/C2777648619","wikidata":"https://www.wikidata.org/wiki/Q2845208","display_name":"Learning analytics","level":2,"score":0.7071824073791504},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6070627570152283},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.5987766981124878},{"id":"https://openalex.org/C63882131","wikidata":"https://www.wikidata.org/wiki/Q17122954","display_name":"Strengths and weaknesses","level":2,"score":0.5963548421859741},{"id":"https://openalex.org/C2777617010","wikidata":"https://www.wikidata.org/wiki/Q18957","display_name":"Mainstream","level":2,"score":0.5223432779312134},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.509479820728302},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.490432471036911},{"id":"https://openalex.org/C2778012447","wikidata":"https://www.wikidata.org/wiki/Q1034415","display_name":"Scope (computer science)","level":2,"score":0.48276248574256897},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.45331525802612305},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.25830864906311035},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.23774737119674683},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C27206212","wikidata":"https://www.wikidata.org/wiki/Q34178","display_name":"Theology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3576050.3576083","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3576050.3576083","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3576050.3576083","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"LAK23: 13th International Learning Analytics and Knowledge Conference","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3576050.3576083","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3576050.3576083","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3576050.3576083","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"LAK23: 13th International Learning Analytics and Knowledge Conference","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4321441956.pdf","grobid_xml":"https://content.openalex.org/works/W4321441956.grobid-xml"},"referenced_works_count":23,"referenced_works":["https://openalex.org/W1486785378","https://openalex.org/W1987626674","https://openalex.org/W2070452672","https://openalex.org/W2109901510","https://openalex.org/W2124689820","https://openalex.org/W2162699517","https://openalex.org/W2246282878","https://openalex.org/W2258241181","https://openalex.org/W2460741090","https://openalex.org/W2520456767","https://openalex.org/W2724824384","https://openalex.org/W2781021131","https://openalex.org/W2788531088","https://openalex.org/W2907739488","https://openalex.org/W2915191839","https://openalex.org/W2916127770","https://openalex.org/W3082247891","https://openalex.org/W3087398895","https://openalex.org/W3093183266","https://openalex.org/W3114423494","https://openalex.org/W4220871021","https://openalex.org/W4224248281","https://openalex.org/W4238213958"],"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":{"The":[0],"term":[1],"Learner":[2,20],"Profile":[3],"has":[4,87],"proliferated":[5],"over":[6],"the":[7,13,24,30,106,118,170,194,206],"years,":[8],"and":[9,29,46,49,71,73,90,120,149,155,174,180,200,212],"more":[10,163],"recently,":[11],"with":[12],"increased":[14],"advocacy":[15],"around":[16],"personalising":[17],"learning":[18,154,214],"experiences.":[19],"profiles":[21,111,132,158,199],"are":[22,93],"at":[23,101],"center":[25],"of":[26,32,62,109,117,122,130,152,184],"personalised":[27],"learning,":[28],"characterisation":[31],"diversity":[33],"in":[34,189],"classrooms":[35],"is":[36,187],"made":[37],"possible":[38],"by":[39],"profiling":[40,63],"learners":[41,64],"based":[42,65],"on":[43,66,205],"their":[44],"strengths":[45,89],"weaknesses,":[47],"backgrounds":[48],"other":[50,143],"factors":[51],"influencing":[52],"learning.":[53],"In":[54,136],"this":[55,137],"paper,":[56],"we":[57],"discuss":[58],"three":[59,123],"common":[60],"approaches":[61],"students\u2019":[67],"cognitive":[68],"knowledge,":[69],"skills":[70],"competencies":[72],"behavioral":[74],"patterns,":[75],"all":[76],"latter":[77],"commonly":[78],"used":[79],"within":[80],"Learning":[81],"Analytics":[82],"(LA).":[83],"Although":[84],"each":[85],"approach":[86],"its":[88],"merits,":[91],"there":[92],"also":[94],"several":[95],"disadvantages":[96],"that":[97,105],"have":[98],"impeded":[99],"adoption":[100,108],"scale.":[102],"We":[103],"propose":[104],"broader":[107],"learner":[110,131,157,198],"can":[112,140],"benefit":[113],"from":[114,142,159],"careful":[115],"combination":[116],"methods":[119],"practices":[121],"primary":[124],"approaches,":[125],"allowing":[126],"for":[127,172],"scalable":[128],"implementation":[129],"across":[133],"educational":[134,165],"systems.":[135],"regard,":[138],"LA":[139,167,190],"leverage":[141,193],"aligned":[144],"domains":[145],"to":[146,162,192],"develop":[147],"valid":[148],"rigorous":[150],"measures":[151],"students'":[153],"propel":[156],"education":[160],"research":[161,191],"mainstream":[164],"practice.":[166],"could":[168],"provide":[169],"scope":[171],"monitoring":[173],"reporting":[175],"beyond":[176],"an":[177],"individualised":[178],"context":[179],"allow":[181],"holistic":[182],"evaluations":[183],"progress.":[185],"There":[186],"promise":[188],"growing":[195],"momentum":[196],"surrounding":[197],"make":[201],"a":[202],"substantial":[203],"impact":[204],"field's":[207],"core":[208],"aim":[209],"-":[210],"understanding":[211],"optimising":[213],"as":[215],"it":[216],"occurs.":[217]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":4}],"updated_date":"2026-08-21T09:56:20.448147","created_date":"2025-10-10T00:00:00"}
