{"id":"https://openalex.org/W2593639882","doi":"https://doi.org/10.1145/3027385.3027400","title":"Learning analytics in higher education --- challenges and policies","display_name":"Learning analytics in higher education --- challenges and policies","publication_year":2017,"publication_date":"2017-02-27","ids":{"openalex":"https://openalex.org/W2593639882","doi":"https://doi.org/10.1145/3027385.3027400","mag":"2593639882"},"language":"en","primary_location":{"id":"doi:10.1145/3027385.3027400","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3027385.3027400","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Seventh International Learning Analytics & Knowledge Conference","raw_type":"proceedings-article"},"type":"article","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/A5102026376","display_name":"Yi\u2010Shan Tsai","orcid":"https://orcid.org/0000-0001-8967-5327"},"institutions":[{"id":"https://openalex.org/I98677209","display_name":"University of Edinburgh","ror":"https://ror.org/01nrxwf90","country_code":"GB","type":"education","lineage":["https://openalex.org/I98677209"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Yi-Shan Tsai","raw_affiliation_strings":["The University of Edinburgh, Edinburgh, United Kingdom"],"affiliations":[{"raw_affiliation_string":"The University of Edinburgh, Edinburgh, United Kingdom","institution_ids":["https://openalex.org/I98677209"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5036855560","display_name":"Dragan Ga\u0161evi\u0107","orcid":"https://orcid.org/0000-0001-9265-1908"},"institutions":[{"id":"https://openalex.org/I98677209","display_name":"University of Edinburgh","ror":"https://ror.org/01nrxwf90","country_code":"GB","type":"education","lineage":["https://openalex.org/I98677209"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Dragan Gasevic","raw_affiliation_strings":["The University of Edinburgh, Edinburgh, United Kingdom"],"affiliations":[{"raw_affiliation_string":"The University of Edinburgh, Edinburgh, United Kingdom","institution_ids":["https://openalex.org/I98677209"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5102026376"],"corresponding_institution_ids":["https://openalex.org/I98677209"],"apc_list":null,"apc_paid":null,"fwci":23.5081,"has_fulltext":false,"cited_by_count":193,"citation_normalized_percentile":{"value":0.99478204,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"233","last_page":"242"},"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":0.9832000136375427,"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":0.8407790064811707},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.7892976403236389},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5894071459770203},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5422765016555786},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.4850236773490906},{"id":"https://openalex.org/keywords/relevance","display_name":"Relevance (law)","score":0.4784426987171173},{"id":"https://openalex.org/keywords/legitimacy","display_name":"Legitimacy","score":0.4760046899318695},{"id":"https://openalex.org/keywords/business-analytics","display_name":"Business analytics","score":0.4617801606655121},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.20565477013587952},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.18398788571357727},{"id":"https://openalex.org/keywords/politics","display_name":"Politics","score":0.1023288369178772},{"id":"https://openalex.org/keywords/marketing","display_name":"Marketing","score":0.0807807445526123}],"concepts":[{"id":"https://openalex.org/C2777648619","wikidata":"https://www.wikidata.org/wiki/Q2845208","display_name":"Learning analytics","level":2,"score":0.8407790064811707},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.7892976403236389},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5894071459770203},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5422765016555786},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.4850236773490906},{"id":"https://openalex.org/C158154518","wikidata":"https://www.wikidata.org/wiki/Q7310970","display_name":"Relevance (law)","level":2,"score":0.4784426987171173},{"id":"https://openalex.org/C46295352","wikidata":"https://www.wikidata.org/wiki/Q207982","display_name":"Legitimacy","level":3,"score":0.4760046899318695},{"id":"https://openalex.org/C37952496","wikidata":"https://www.wikidata.org/wiki/Q5001829","display_name":"Business analytics","level":4,"score":0.4617801606655121},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.20565477013587952},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.18398788571357727},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.1023288369178772},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.0807807445526123},{"id":"https://openalex.org/C4216890","wikidata":"https://www.wikidata.org/wiki/Q815823","display_name":"Business model","level":2,"score":0.0},{"id":"https://openalex.org/C189076506","wikidata":"https://www.wikidata.org/wiki/Q1518232","display_name":"Business analysis","level":3,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3027385.3027400","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3027385.3027400","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Seventh International Learning Analytics & Knowledge Conference","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education","score":0.8799999952316284}],"awards":[{"id":"https://openalex.org/G5554658979","display_name":null,"funder_award_id":"562080-EPP-1-2015-1-BE-EPPKA3-PIFORW","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"}],"funders":[{"id":"https://openalex.org/F4320309755","display_name":"Univerzita Karlova v Praze","ror":"https://ror.org/024d6js02"},{"id":"https://openalex.org/F4320311701","display_name":"Nottingham Trent University","ror":"https://ror.org/04xyxjd90"},{"id":"https://openalex.org/F4320319755","display_name":"Analytical Center for the Government of the Russian Federation","ror":null},{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320320324","display_name":"University of Nottingham","ror":"https://ror.org/01ee9ar58"},{"id":"https://openalex.org/F4320320961","display_name":"Charles Sturt University","ror":"https://ror.org/00wfvh315"},{"id":"https://openalex.org/F4320320966","display_name":"University of Sydney","ror":"https://ror.org/0384j8v12"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W1984120648","https://openalex.org/W1988219144","https://openalex.org/W2021153153","https://openalex.org/W2030956902","https://openalex.org/W2041333465","https://openalex.org/W2071097428","https://openalex.org/W2108461008","https://openalex.org/W2162514565","https://openalex.org/W2217592822","https://openalex.org/W2336119220","https://openalex.org/W2336314092","https://openalex.org/W2341679435","https://openalex.org/W2341691066","https://openalex.org/W2525379498","https://openalex.org/W2602819783","https://openalex.org/W2619581893","https://openalex.org/W2762917228","https://openalex.org/W2774962762","https://openalex.org/W2915813522","https://openalex.org/W2939715428"],"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/W4367856707","https://openalex.org/W2804624249","https://openalex.org/W2560130217","https://openalex.org/W605203981","https://openalex.org/W2725836824"],"abstract_inverted_index":{"This":[0],"paper":[1],"presents":[2],"the":[3,31,39,67,79,87,90,98,129],"results":[4,42],"of":[5,8,14,33,69,83,103,131],"a":[6],"review":[7,88,119],"eight":[9],"policies":[10,23],"for":[11,16,71,128],"learning":[12,34,62,84,104,109,132],"analytics":[13,110],"relevance":[15],"higher":[17,112],"education,":[18],"and":[19,57,77,81,101,125],"discusses":[20],"how":[21],"these":[22],"have":[24],"tried":[25],"to":[26,48,51,61,92,96,116],"address":[27],"prominent":[28],"challenges":[29],"in":[30,38,108],"adoption":[32,130],"analytics,":[35],"as":[36],"identified":[37],"literature.":[40],"The":[41],"show":[43],"that":[44],"more":[45],"considerations":[46],"need":[47,91],"be":[49],"given":[50],"establishing":[52],"communication":[53],"channels":[54],"among":[55,75,111],"stakeholders":[56],"adopting":[58],"pedagogy-based":[59],"approaches":[60],"analytics.":[63,85,105,133],"It":[64],"also":[65],"reveals":[66],"shortage":[68],"guidance":[70],"developing":[72],"data":[73],"literacy":[74],"end-users":[76],"evaluating":[78],"progress":[80],"impact":[82],"Moreover,":[86],"highlights":[89],"establish":[93],"formalised":[94],"guidelines":[95],"monitor":[97],"soundness,":[99],"effectiveness,":[100],"legitimacy":[102],"As":[106],"interest":[107],"education":[113],"institutions":[114],"continues":[115],"grow,":[117],"this":[118],"will":[120],"provide":[121],"insights":[122],"into":[123],"policy":[124],"strategic":[126],"planning":[127]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":19},{"year":2024,"cited_by_count":32},{"year":2023,"cited_by_count":31},{"year":2022,"cited_by_count":28},{"year":2021,"cited_by_count":20},{"year":2020,"cited_by_count":32},{"year":2019,"cited_by_count":14},{"year":2018,"cited_by_count":11},{"year":2017,"cited_by_count":3}],"updated_date":"2026-04-11T08:14:18.477133","created_date":"2025-10-10T00:00:00"}