{"id":"https://openalex.org/W4384929326","doi":"https://doi.org/10.1007/s10639-023-12033-8","title":"A decade of research into the application of big data and analytics in higher education: A systematic review of the literature","display_name":"A decade of research into the application of big data and analytics in higher education: A systematic review of the literature","publication_year":2023,"publication_date":"2023-07-20","ids":{"openalex":"https://openalex.org/W4384929326","doi":"https://doi.org/10.1007/s10639-023-12033-8"},"language":"en","primary_location":{"id":"doi:10.1007/s10639-023-12033-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10639-023-12033-8","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10639-023-12033-8.pdf","source":{"id":"https://openalex.org/S166722454","display_name":"Education and Information Technologies","issn_l":"1360-2357","issn":["1360-2357","1573-7608"],"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":"Education and Information Technologies","raw_type":"journal-article"},"type":"review","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10639-023-12033-8.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5067710388","display_name":"Ana Stojanov","orcid":"https://orcid.org/0000-0002-8377-4372"},"institutions":[{"id":"https://openalex.org/I80281795","display_name":"University of Otago","ror":"https://ror.org/01jmxt844","country_code":"NZ","type":"education","lineage":["https://openalex.org/I80281795"]}],"countries":["NZ"],"is_corresponding":true,"raw_author_name":"Ana Stojanov","raw_affiliation_strings":["Higher Education Development Centre, University of Otago, 65/75 Union Place West, Dunedin, New Zealand, 9016"],"raw_orcid":"https://orcid.org/0000-0002-8377-4372","affiliations":[{"raw_affiliation_string":"Higher Education Development Centre, University of Otago, 65/75 Union Place West, Dunedin, New Zealand, 9016","institution_ids":["https://openalex.org/I80281795"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5026053085","display_name":"Ben Kei Daniel","orcid":"https://orcid.org/0000-0002-1173-8225"},"institutions":[{"id":"https://openalex.org/I80281795","display_name":"University of Otago","ror":"https://ror.org/01jmxt844","country_code":"NZ","type":"education","lineage":["https://openalex.org/I80281795"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"Ben Kei Daniel","raw_affiliation_strings":["Higher Education Development Centre, University of Otago, 65/75 Union Place West, Dunedin, New Zealand, 9016"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Higher Education Development Centre, University of Otago, 65/75 Union Place West, Dunedin, New Zealand, 9016","institution_ids":["https://openalex.org/I80281795"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5067710388"],"corresponding_institution_ids":["https://openalex.org/I80281795"],"apc_list":{"value":2590,"currency":"EUR","value_usd":3190},"apc_paid":{"value":2590,"currency":"EUR","value_usd":3190},"fwci":14.6717,"has_fulltext":true,"cited_by_count":49,"citation_normalized_percentile":{"value":0.99058866,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"29","issue":"5","first_page":"5807","last_page":"5831"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9940000176429749,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9940000176429749,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9879000186920166,"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9725000262260437,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.8729246258735657},{"id":"https://openalex.org/keywords/scopus","display_name":"Scopus","score":0.6929827332496643},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.6083543300628662},{"id":"https://openalex.org/keywords/learning-analytics","display_name":"Learning analytics","score":0.6069335341453552},{"id":"https://openalex.org/keywords/higher-education","display_name":"Higher education","score":0.5583453178405762},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.5311103463172913},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5187680721282959},{"id":"https://openalex.org/keywords/web-analytics","display_name":"Web analytics","score":0.4841068983078003},{"id":"https://openalex.org/keywords/educational-technology","display_name":"Educational technology","score":0.4129818379878998},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.3898089528083801},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.27048400044441223},{"id":"https://openalex.org/keywords/sociology","display_name":"Sociology","score":0.24118837714195251},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.19492048025131226},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.18029192090034485},{"id":"https://openalex.org/keywords/web-intelligence","display_name":"Web intelligence","score":0.1560102105140686},{"id":"https://openalex.org/keywords/pedagogy","display_name":"Pedagogy","score":0.1381533145904541},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.10999876260757446}],"concepts":[{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.8729246258735657},{"id":"https://openalex.org/C83867959","wikidata":"https://www.wikidata.org/wiki/Q371467","display_name":"Scopus","level":3,"score":0.6929827332496643},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.6083543300628662},{"id":"https://openalex.org/C2777648619","wikidata":"https://www.wikidata.org/wiki/Q2845208","display_name":"Learning analytics","level":2,"score":0.6069335341453552},{"id":"https://openalex.org/C120912362","wikidata":"https://www.wikidata.org/wiki/Q136822","display_name":"Higher education","level":2,"score":0.5583453178405762},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.5311103463172913},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5187680721282959},{"id":"https://openalex.org/C516187249","wikidata":"https://www.wikidata.org/wiki/Q10719477","display_name":"Web analytics","level":5,"score":0.4841068983078003},{"id":"https://openalex.org/C16443162","wikidata":"https://www.wikidata.org/wiki/Q1068473","display_name":"Educational technology","level":2,"score":0.4129818379878998},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3898089528083801},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.27048400044441223},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.24118837714195251},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.19492048025131226},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.18029192090034485},{"id":"https://openalex.org/C544335954","wikidata":"https://www.wikidata.org/wiki/Q2553348","display_name":"Web intelligence","level":4,"score":0.1560102105140686},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.1381533145904541},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.10999876260757446},{"id":"https://openalex.org/C79373723","wikidata":"https://www.wikidata.org/wiki/Q386275","display_name":"Web development","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},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s10639-023-12033-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10639-023-12033-8","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10639-023-12033-8.pdf","source":{"id":"https://openalex.org/S166722454","display_name":"Education and Information Technologies","issn_l":"1360-2357","issn":["1360-2357","1573-7608"],"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":"Education and Information Technologies","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s10639-023-12033-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10639-023-12033-8","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10639-023-12033-8.pdf","source":{"id":"https://openalex.org/S166722454","display_name":"Education and Information Technologies","issn_l":"1360-2357","issn":["1360-2357","1573-7608"],"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":"Education and Information Technologies","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.5600000023841858,"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320310371","display_name":"University of Otago","ror":"https://ror.org/01jmxt844"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4384929326.pdf"},"referenced_works_count":119,"referenced_works":["https://openalex.org/W93851521","https://openalex.org/W1001370459","https://openalex.org/W1832217497","https://openalex.org/W1966998110","https://openalex.org/W1981210033","https://openalex.org/W1982464953","https://openalex.org/W1986731723","https://openalex.org/W2018742491","https://openalex.org/W2040851844","https://openalex.org/W2072220377","https://openalex.org/W2076684951","https://openalex.org/W2101154871","https://openalex.org/W2132556177","https://openalex.org/W2146079223","https://openalex.org/W2151235300","https://openalex.org/W2189020589","https://openalex.org/W2282496645","https://openalex.org/W2342203017","https://openalex.org/W2492983760","https://openalex.org/W2493816150","https://openalex.org/W2499036411","https://openalex.org/W2507960631","https://openalex.org/W2513971074","https://openalex.org/W2518375780","https://openalex.org/W2559837931","https://openalex.org/W2578804580","https://openalex.org/W2593925341","https://openalex.org/W2625258984","https://openalex.org/W2732834302","https://openalex.org/W2744231034","https://openalex.org/W2755816166","https://openalex.org/W2765375080","https://openalex.org/W2770182351","https://openalex.org/W2774397945","https://openalex.org/W2776003688","https://openalex.org/W2783690620","https://openalex.org/W2787327811","https://openalex.org/W2790845781","https://openalex.org/W2793667772","https://openalex.org/W2794784953","https://openalex.org/W2802496225","https://openalex.org/W2802925146","https://openalex.org/W2804274048","https://openalex.org/W2805229114","https://openalex.org/W2806068666","https://openalex.org/W2821041924","https://openalex.org/W2884682579","https://openalex.org/W2885000341","https://openalex.org/W2886842631","https://openalex.org/W2888558158","https://openalex.org/W2891436443","https://openalex.org/W2895172183","https://openalex.org/W2904980464","https://openalex.org/W2905395783","https://openalex.org/W2907342989","https://openalex.org/W2908822706","https://openalex.org/W2911335873","https://openalex.org/W2921995751","https://openalex.org/W2927284041","https://openalex.org/W2939321537","https://openalex.org/W2945744824","https://openalex.org/W2947865884","https://openalex.org/W2953252885","https://openalex.org/W2954475117","https://openalex.org/W2968932392","https://openalex.org/W2970106873","https://openalex.org/W2971565769","https://openalex.org/W2983382509","https://openalex.org/W2990467222","https://openalex.org/W2995010956","https://openalex.org/W2995138416","https://openalex.org/W2995975384","https://openalex.org/W2996982933","https://openalex.org/W3005814267","https://openalex.org/W3010735490","https://openalex.org/W3014226188","https://openalex.org/W3014307082","https://openalex.org/W3014497955","https://openalex.org/W3015886458","https://openalex.org/W3024803803","https://openalex.org/W3025918553","https://openalex.org/W3045041747","https://openalex.org/W3047923678","https://openalex.org/W3048614748","https://openalex.org/W3085456011","https://openalex.org/W3087338956","https://openalex.org/W3087841539","https://openalex.org/W3096556630","https://openalex.org/W3110361261","https://openalex.org/W3119279547","https://openalex.org/W3124011971","https://openalex.org/W3124358070","https://openalex.org/W3125091169","https://openalex.org/W3130102719","https://openalex.org/W3131708480","https://openalex.org/W3134529178","https://openalex.org/W3141715360","https://openalex.org/W3155667698","https://openalex.org/W3157978325","https://openalex.org/W3168481646","https://openalex.org/W3170008603","https://openalex.org/W3171550808","https://openalex.org/W3176610658","https://openalex.org/W3186663122","https://openalex.org/W3187063871","https://openalex.org/W3188918298","https://openalex.org/W3189213082","https://openalex.org/W3195664932","https://openalex.org/W3197510543","https://openalex.org/W3200095213","https://openalex.org/W3200669834","https://openalex.org/W3201800009","https://openalex.org/W3209670306","https://openalex.org/W3213654060","https://openalex.org/W3215678666","https://openalex.org/W4231824253","https://openalex.org/W4247987692","https://openalex.org/W4249463597","https://openalex.org/W4251238251"],"related_works":["https://openalex.org/W2252599600","https://openalex.org/W4385976368","https://openalex.org/W3031462818","https://openalex.org/W1987827786","https://openalex.org/W1633257170","https://openalex.org/W2615638395","https://openalex.org/W2139279342","https://openalex.org/W2799586942","https://openalex.org/W2262505815","https://openalex.org/W4292348877"],"abstract_inverted_index":{"Abstract":[0],"The":[1,65,90,120],"need":[2],"for":[3,172],"data-driven":[4],"decision-making":[5,118],"primarily":[6],"motivates":[7],"interest":[8],"in":[9,13,28,47,62,71,79,82,141,179],"analysing":[10],"Big":[11,26,58,98,139,164],"Data":[12,27,59,99,140,165],"higher":[14,29,63,142],"education.":[15,64],"Although":[16],"there":[17],"has":[18],"been":[19],"considerable":[20],"research":[21],"on":[22,68,129,159],"the":[23,38,55,94,136,146,156,160,180],"value":[24],"of":[25,57,85,126,138,148,163],"education,":[30],"its":[31],"application":[32],"to":[33,105,109,144,155,168],"address":[34],"critical":[35],"issues":[36],"within":[37],"sector":[39],"is":[40],"still":[41],"limited.":[42],"This":[43,152],"systematic":[44],"review,":[45],"conducted":[46],"December":[48],"2021":[49],"and":[50,60,75,87,100,115,150,166],"encompassing":[51],"75":[52],"papers,":[53],"analysed":[54],"applications":[56],"analytics":[61,101,167],"focus":[66],"was":[67],"their":[69],"usage":[70],"supporting":[72,130],"learning,":[73],"teaching":[74,114],"administration":[76],"as":[77],"reported":[78],"papers":[80],"indexed":[81],"SCOPUS,":[83],"Web":[84],"Science":[86],"IEEE":[88],"Xplore.":[89],"key":[91],"findings":[92],"from":[93],"review":[95,121],"revealed":[96],"that":[97],"are":[102],"predominantly":[103],"used":[104],"support":[106],"learning":[107],"and,":[108],"a":[110,124],"lesser":[111],"extent,":[112],"guide":[113],"informing":[116],"administrative":[117],"processes.":[119],"also":[122],"identified":[123],"set":[125],"studies":[127],"focused":[128],"student":[131],"well-being.":[132],"Further,":[133],"we":[134],"extend":[135],"use":[137,162],"education":[143,178],"include":[145],"well-being":[147],"students":[149],"staff.":[151],"paper":[153],"contributes":[154],"growing":[157],"debate":[158],"practical":[161],"provide":[169],"valuable":[170],"insights":[171],"solving":[173],"systemic":[174],"challenges":[175],"facing":[176],"high":[177],"twenty-first":[181],"century.":[182]},"counts_by_year":[{"year":2026,"cited_by_count":11},{"year":2025,"cited_by_count":24},{"year":2024,"cited_by_count":13},{"year":2023,"cited_by_count":1}],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2025-10-10T00:00:00"}
