{"id":"https://openalex.org/W4403347056","doi":"https://doi.org/10.48550/arxiv.2410.05827","title":"Towards an Operational Responsible AI Framework for Learning Analytics in Higher Education","display_name":"Towards an Operational Responsible AI Framework for Learning Analytics in Higher Education","publication_year":2024,"publication_date":"2024-10-08","ids":{"openalex":"https://openalex.org/W4403347056","doi":"https://doi.org/10.48550/arxiv.2410.05827"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2410.05827","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2410.05827","pdf_url":"https://arxiv.org/pdf/2410.05827","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},"type":"preprint","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2410.05827","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5046280646","display_name":"Alba Catalina Morales Tirado","orcid":"https://orcid.org/0000-0001-6984-5122"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Tirado, Alba Morales","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016245342","display_name":"Paul Mulholland","orcid":"https://orcid.org/0000-0001-6598-0757"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mulholland, Paul","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5090994054","display_name":"Miriam Fern\u00e1ndez","orcid":"https://orcid.org/0000-0001-5939-4321"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Fernandez, Miriam","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5046280646"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.977400004863739,"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":0.977400004863739,"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/analytics","display_name":"Analytics","score":0.6944862604141235},{"id":"https://openalex.org/keywords/learning-analytics","display_name":"Learning analytics","score":0.5923992395401001},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4512733817100525},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.41951000690460205},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.3838677406311035},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.33377355337142944}],"concepts":[{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.6944862604141235},{"id":"https://openalex.org/C2777648619","wikidata":"https://www.wikidata.org/wiki/Q2845208","display_name":"Learning analytics","level":2,"score":0.5923992395401001},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4512733817100525},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.41951000690460205},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3838677406311035},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.33377355337142944}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:arXiv.org:2410.05827","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2410.05827","pdf_url":"https://arxiv.org/pdf/2410.05827","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},{"id":"doi:10.48550/arxiv.2410.05827","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2410.05827","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2410.05827","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2410.05827","pdf_url":"https://arxiv.org/pdf/2410.05827","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320314707","display_name":"Government of the United Kingdom","ror":"https://ror.org/05wnh3t63"},{"id":"https://openalex.org/F4320314731","display_name":"UK Research and Innovation","ror":"https://ror.org/001aqnf71"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4403347056.pdf","grobid_xml":"https://content.openalex.org/works/W4403347056.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"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/W2911048623","https://openalex.org/W4292348877"],"abstract_inverted_index":{"Universities":[0],"are":[1,40],"increasingly":[2],"adopting":[3],"data-driven":[4],"strategies":[5],"to":[6,54,96,117,126,148,171,177,189],"enhance":[7],"student":[8],"success,":[9],"with":[10,179],"AI":[11,68,92,109],"applications":[12],"like":[13],"Learning":[14,19],"Analytics":[15,20],"(LA)":[16],"and":[17,34,137,174],"Predictive":[18],"(PLA)":[21],"playing":[22],"a":[23,89,142,164],"key":[24,131],"role":[25],"in":[26,69,98,122,156],"identifying":[27],"at-risk":[28],"students,":[29],"personalising":[30],"learning,":[31],"supporting":[32],"teachers,":[33],"guiding":[35],"educational":[36],"decision-making.":[37],"However,":[38],"concerns":[39],"rising":[41],"about":[42],"potential":[43],"harms":[44],"these":[45,82,151,160],"systems":[46,187],"may":[47],"pose,":[48],"such":[49,133],"as":[50,134,185],"algorithmic":[51],"biases":[52],"leading":[53,114],"unequal":[55],"support":[56],"for":[57,66,77],"minority":[58],"students.":[59],"While":[60],"many":[61],"have":[62,153],"explored":[63],"the":[64,118,127,146],"need":[65],"Responsible":[67,91,108],"LA,":[70],"existing":[71],"works":[72],"often":[73],"lack":[74],"practical":[75,169],"guidance":[76,170],"how":[78,150],"institutions":[79,173],"can":[80],"operationalise":[81],"principles.":[83],"In":[84],"this":[85],"paper,":[86],"we":[87,162],"propose":[88],"novel":[90,165],"framework":[93,166],"tailored":[94],"specifically":[95],"LA":[97,121,186],"Higher":[99],"Education":[100],"(HE).":[101],"We":[102,139],"started":[103],"by":[104,113],"mapping":[105],"11":[106],"established":[107],"frameworks,":[110],"including":[111],"those":[112],"tech":[115],"companies,":[116],"context":[119],"of":[120,129,145],"HE.":[123],"This":[124],"led":[125],"identification":[128],"seven":[130],"principles":[132,152],"transparency,":[135],"fairness,":[136],"accountability.":[138],"then":[140],"conducted":[141],"systematic":[143],"review":[144],"literature":[147],"understand":[149],"been":[154],"applied":[155],"practice.":[157],"Drawing":[158],"from":[159],"findings,":[161],"present":[163],"that":[167],"offers":[168],"HE":[172],"is":[175],"designed":[176],"evolve":[178],"community":[180],"input,":[181],"ensuring":[182],"its":[183],"relevance":[184],"continue":[188],"develop.":[190]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2026-04-11T08:14:18.477133","created_date":"2025-10-10T00:00:00"}