{"id":"https://openalex.org/W4416593097","doi":"https://doi.org/10.18608/jla.2025.8713","title":"Towards More Transparency in Learning Analytics","display_name":"Towards More Transparency in Learning Analytics","publication_year":2025,"publication_date":"2025-11-24","ids":{"openalex":"https://openalex.org/W4416593097","doi":"https://doi.org/10.18608/jla.2025.8713"},"language":null,"primary_location":{"id":"doi:10.18608/jla.2025.8713","is_oa":true,"landing_page_url":"https://doi.org/10.18608/jla.2025.8713","pdf_url":"https://learning-analytics.info/index.php/JLA/article/download/8713/7935","source":{"id":"https://openalex.org/S2764890288","display_name":"Journal of Learning Analytics","issn_l":"1929-7750","issn":["1929-7750"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310322292","host_organization_name":"Society for Learning Analytics Research","host_organization_lineage":["https://openalex.org/P4310322292"],"host_organization_lineage_names":["Society for Learning Analytics Research"],"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 Learning Analytics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://learning-analytics.info/index.php/JLA/article/download/8713/7935","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5053163922","display_name":"Stoo Sepp","orcid":"https://orcid.org/0000-0002-0509-4603"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Stoo Sepp","raw_affiliation_strings":["University of New England"],"raw_orcid":"https://orcid.org/0000-0002-0509-4603","affiliations":[{"raw_affiliation_string":"University of New England","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5053163922"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.5004,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.89883729,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"12","issue":"3","first_page":"34","last_page":"46"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.6164000034332275,"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":0.6164000034332275,"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/T11492","display_name":"Academic integrity and plagiarism","score":0.07199999690055847,"subfield":{"id":"https://openalex.org/subfields/3311","display_name":"Safety Research"},"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/T13405","display_name":"Educational Assessment and Improvement","score":0.032499998807907104,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/transparency","display_name":"Transparency (behavior)","score":0.7889000177383423},{"id":"https://openalex.org/keywords/data-collection","display_name":"Data collection","score":0.746399998664856},{"id":"https://openalex.org/keywords/learning-analytics","display_name":"Learning analytics","score":0.652899980545044},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.5519999861717224},{"id":"https://openalex.org/keywords/scope","display_name":"Scope (computer science)","score":0.4796999990940094},{"id":"https://openalex.org/keywords/data-sharing","display_name":"Data sharing","score":0.4002000093460083},{"id":"https://openalex.org/keywords/higher-education","display_name":"Higher education","score":0.3799999952316284},{"id":"https://openalex.org/keywords/perception","display_name":"Perception","score":0.3693999946117401}],"concepts":[{"id":"https://openalex.org/C2780233690","wikidata":"https://www.wikidata.org/wiki/Q535347","display_name":"Transparency (behavior)","level":2,"score":0.7889000177383423},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.746399998664856},{"id":"https://openalex.org/C2777648619","wikidata":"https://www.wikidata.org/wiki/Q2845208","display_name":"Learning analytics","level":2,"score":0.652899980545044},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.5519999861717224},{"id":"https://openalex.org/C2778012447","wikidata":"https://www.wikidata.org/wiki/Q1034415","display_name":"Scope (computer science)","level":2,"score":0.4796999990940094},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4553000032901764},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.4059000015258789},{"id":"https://openalex.org/C2779965156","wikidata":"https://www.wikidata.org/wiki/Q5227350","display_name":"Data sharing","level":3,"score":0.4002000093460083},{"id":"https://openalex.org/C120912362","wikidata":"https://www.wikidata.org/wiki/Q136822","display_name":"Higher education","level":2,"score":0.3799999952316284},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.3693999946117401},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.36899998784065247},{"id":"https://openalex.org/C184356942","wikidata":"https://www.wikidata.org/wiki/Q830382","display_name":"Best practice","level":2,"score":0.34299999475479126},{"id":"https://openalex.org/C2776007630","wikidata":"https://www.wikidata.org/wiki/Q2798912","display_name":"Accountability","level":2,"score":0.33880001306533813},{"id":"https://openalex.org/C175801342","wikidata":"https://www.wikidata.org/wiki/Q1988917","display_name":"Data analysis","level":2,"score":0.3246000111103058},{"id":"https://openalex.org/C198477413","wikidata":"https://www.wikidata.org/wiki/Q7647069","display_name":"Survey data collection","level":2,"score":0.3091999888420105},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3075999915599823},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.30640000104904175},{"id":"https://openalex.org/C2777598771","wikidata":"https://www.wikidata.org/wiki/Q5341279","display_name":"Educational data mining","level":2,"score":0.3043000102043152},{"id":"https://openalex.org/C16443162","wikidata":"https://www.wikidata.org/wiki/Q1068473","display_name":"Educational technology","level":2,"score":0.302700012922287},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.3025999963283539},{"id":"https://openalex.org/C36727532","wikidata":"https://www.wikidata.org/wiki/Q861399","display_name":"Educational research","level":2,"score":0.28769999742507935},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.28220000863075256},{"id":"https://openalex.org/C2776604539","wikidata":"https://www.wikidata.org/wiki/Q6423395","display_name":"Knowledge sharing","level":2,"score":0.27320000529289246},{"id":"https://openalex.org/C39549134","wikidata":"https://www.wikidata.org/wiki/Q133080","display_name":"Public relations","level":1,"score":0.27000001072883606},{"id":"https://openalex.org/C187191949","wikidata":"https://www.wikidata.org/wiki/Q1138496","display_name":"Profiling (computer programming)","level":2,"score":0.2667999863624573},{"id":"https://openalex.org/C509550671","wikidata":"https://www.wikidata.org/wiki/Q126945","display_name":"Medical education","level":1,"score":0.2623000144958496}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.18608/jla.2025.8713","is_oa":true,"landing_page_url":"https://doi.org/10.18608/jla.2025.8713","pdf_url":"https://learning-analytics.info/index.php/JLA/article/download/8713/7935","source":{"id":"https://openalex.org/S2764890288","display_name":"Journal of Learning Analytics","issn_l":"1929-7750","issn":["1929-7750"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310322292","host_organization_name":"Society for Learning Analytics Research","host_organization_lineage":["https://openalex.org/P4310322292"],"host_organization_lineage_names":["Society for Learning Analytics Research"],"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 Learning Analytics","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.18608/jla.2025.8713","is_oa":true,"landing_page_url":"https://doi.org/10.18608/jla.2025.8713","pdf_url":"https://learning-analytics.info/index.php/JLA/article/download/8713/7935","source":{"id":"https://openalex.org/S2764890288","display_name":"Journal of Learning Analytics","issn_l":"1929-7750","issn":["1929-7750"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310322292","host_organization_name":"Society for Learning Analytics Research","host_organization_lineage":["https://openalex.org/P4310322292"],"host_organization_lineage_names":["Society for Learning Analytics Research"],"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 Learning Analytics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4416593097.pdf","grobid_xml":"https://content.openalex.org/works/W4416593097.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"As":[0],"learning":[1,190],"analytics":[2,191],"practices":[3,159,192],"become":[4],"more":[5,21,70],"commonplace":[6],"in":[7,99,208],"educational":[8,63],"settings,":[9],"student":[10,167],"knowledge":[11],"about":[12,174],"the":[13,28,61,89,161,209,238],"collection":[14,29,144,171,236],"and":[15,30,44,52,140,172,205,219,228],"use":[16,31],"of":[17,22,32,91,95,109,142,150,157,169,180,202,240],"their":[18,33,138,215,241],"data":[19,34,96,143,170,216,235],"becomes":[20],"an":[23,85,127,154],"interest.":[24],"How":[25],"students":[26,198,232],"perceive":[27],"has":[35,75],"been":[36,55],"researched":[37],"for":[38,72],"many":[39],"years,":[40],"with":[41,107],"legitimate":[42],"privacy":[43],"ethical":[45],"concerns":[46,196],"raised.":[47],"While":[48],"various":[49],"guidelines,":[50],"models,":[51],"frameworks":[53],"have":[54],"proposed":[56],"to":[57,77,136,188,193,221],"address":[58,66,194],"these":[59,158],"concerns,":[60],"ways":[62],"institutions":[64,207],"practically":[65],"them":[67],"by":[68,178],"providing":[69],"information":[71],"increased":[73,155],"transparency":[74],"yet":[76],"be":[78],"widely":[79],"investigated.":[80],"The":[81],"present":[82],"study":[83,184],"provides":[84,185],"initial":[86,186],"investigation":[87],"into":[88],"effectiveness":[90],"three":[92,110],"different":[93,111],"formats":[94,112],"disclosure":[97,162,179,217],"statements":[98],"a":[100,114,118,122,134,200],"higher":[101,210],"education":[102,211],"setting.":[103],"Participants":[104,131],"were":[105,176],"presented":[106],"one":[108],"from":[113,197],"fictional":[115],"university:":[116],"1)":[117],"generic":[119],"text,":[120,124],"2)":[121],"detailed":[123],"or":[125],"3)":[126],"icon-based":[128],"\u201cnutrition":[129],"label.\u201d":[130],"then":[132],"completed":[133],"survey":[135],"assess":[137],"understanding":[139,156],"perceptions":[141],"practices.":[145],"Results":[146],"suggest":[147],"that":[148,223,231],"regardless":[149],"format,":[151],"participants":[152],"demonstrated":[153],"when":[160],"was":[163],"not":[164],"generic.":[165],"Additionally,":[166],"acceptance":[168],"beliefs":[173],"sharing":[175],"unaffected":[177],"any":[181],"kind.":[182],"This":[183],"evidence":[187],"inform":[189],"identified":[195],"around":[199],"lack":[201],"transparency.":[203],"Universities":[204],"other":[206],"sector":[212],"may":[213],"revisit":[214],"methods":[218],"language":[220],"ensure":[222],"they":[224],"are":[225],"both":[226],"accurate":[227],"transparent,":[229],"so":[230],"better":[233],"understand":[234],"within":[237],"scope":[239],"studies.":[242]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-03-09T07:00:12.390032","created_date":"2025-11-25T00:00:00"}