{"id":"https://openalex.org/W4281724184","doi":"https://doi.org/10.1145/3529399.3529413","title":"Open Learning Analytics: A Systematic Review of Benchmark Studies using Open University Learning Analytics Dataset (OULAD)","display_name":"Open Learning Analytics: A Systematic Review of Benchmark Studies using Open University Learning Analytics Dataset (OULAD)","publication_year":2022,"publication_date":"2022-03-11","ids":{"openalex":"https://openalex.org/W4281724184","doi":"https://doi.org/10.1145/3529399.3529413"},"language":"en","primary_location":{"id":"doi:10.1145/3529399.3529413","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3529399.3529413","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 7th International Conference on Machine Learning Technologies (ICMLT)","raw_type":"proceedings-article"},"type":"review","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/A5003436510","display_name":"Haya Abdullah A. Alhakbani","orcid":null},"institutions":[{"id":"https://openalex.org/I240666556","display_name":"Imam Mohammad ibn Saud Islamic University","ror":"https://ror.org/05gxjyb39","country_code":"SA","type":"education","lineage":["https://openalex.org/I240666556"]}],"countries":["SA"],"is_corresponding":true,"raw_author_name":"Haya A. Alhakbani","raw_affiliation_strings":["Computer and Information Sciences, Imam Mohammad Ibn Saud Islamic University (IMSIU), Saudi Arabia"],"affiliations":[{"raw_affiliation_string":"Computer and Information Sciences, Imam Mohammad Ibn Saud Islamic University (IMSIU), Saudi Arabia","institution_ids":["https://openalex.org/I240666556"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5076881950","display_name":"Fatema M. Alnassar","orcid":null},"institutions":[{"id":"https://openalex.org/I55521800","display_name":"Goldsmiths University of London","ror":"https://ror.org/01khx4a30","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I55521800"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Fatema M. Alnassar","raw_affiliation_strings":["Computing, Goldsmiths, University of London, United Kingdom"],"affiliations":[{"raw_affiliation_string":"Computing, Goldsmiths, University of London, United Kingdom","institution_ids":["https://openalex.org/I55521800"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5003436510"],"corresponding_institution_ids":["https://openalex.org/I240666556"],"apc_list":null,"apc_paid":null,"fwci":2.738,"has_fulltext":false,"cited_by_count":16,"citation_normalized_percentile":{"value":0.91634936,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"81","last_page":"86"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9994999766349792,"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":0.9994999766349792,"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/T14182","display_name":"Technology-Enhanced Education Studies","score":0.948199987411499,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"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/T14246","display_name":"E-Learning and Knowledge Management","score":0.9330999851226807,"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":0.7989484071731567},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.7887868881225586},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7415058612823486},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.6896018981933594},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.5680093765258789},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5238252282142639},{"id":"https://openalex.org/keywords/open-domain","display_name":"Open domain","score":0.5209413766860962},{"id":"https://openalex.org/keywords/open-research","display_name":"Open research","score":0.4709818363189697},{"id":"https://openalex.org/keywords/virtual-learning-environment","display_name":"Virtual learning environment","score":0.4594676196575165},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.40888747572898865},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.34176164865493774},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.1408194601535797}],"concepts":[{"id":"https://openalex.org/C2777648619","wikidata":"https://www.wikidata.org/wiki/Q2845208","display_name":"Learning analytics","level":2,"score":0.7989484071731567},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.7887868881225586},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7415058612823486},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.6896018981933594},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5680093765258789},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5238252282142639},{"id":"https://openalex.org/C2993776861","wikidata":"https://www.wikidata.org/wiki/Q1074173","display_name":"Open domain","level":3,"score":0.5209413766860962},{"id":"https://openalex.org/C2778464652","wikidata":"https://www.wikidata.org/wiki/Q309849","display_name":"Open research","level":2,"score":0.4709818363189697},{"id":"https://openalex.org/C66699896","wikidata":"https://www.wikidata.org/wiki/Q2349394","display_name":"Virtual learning environment","level":2,"score":0.4594676196575165},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.40888747572898865},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34176164865493774},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.1408194601535797},{"id":"https://openalex.org/C44291984","wikidata":"https://www.wikidata.org/wiki/Q1074173","display_name":"Question answering","level":2,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3529399.3529413","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3529399.3529413","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 7th International Conference on Machine Learning Technologies (ICMLT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.5600000023841858,"display_name":"Good health and well-being"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W2592139959","https://openalex.org/W2622810779","https://openalex.org/W2811374032","https://openalex.org/W2890544186","https://openalex.org/W2896866209","https://openalex.org/W2996750763","https://openalex.org/W2997732271","https://openalex.org/W3091847065","https://openalex.org/W3115052822","https://openalex.org/W3118249838","https://openalex.org/W3119019781","https://openalex.org/W3126226315","https://openalex.org/W3129334141","https://openalex.org/W3176886005"],"related_works":["https://openalex.org/W1987827786","https://openalex.org/W2799586942","https://openalex.org/W2504091800","https://openalex.org/W2331775400","https://openalex.org/W2768832457","https://openalex.org/W2816728186","https://openalex.org/W2804624249","https://openalex.org/W605203981","https://openalex.org/W2560130217","https://openalex.org/W2911048623"],"abstract_inverted_index":{"Virtual":[0,78],"learning":[1,56],"has":[2,21],"gained":[3],"increased":[4],"importance":[5],"because":[6],"of":[7,18,28,47,64,74,90],"the":[8,25,31,48,55,62,72,88],"recent":[9],"pandemic":[10],"situation.":[11],"A":[12],"mass":[13],"shift":[14],"to":[15,33,70,86],"virtual":[16],"means":[17],"education":[19],"delivery":[20],"been":[22],"observed":[23],"over":[24],"past":[26],"couple":[27],"years,":[29],"forcing":[30],"community":[32],"develop":[34],"efficient":[35],"performance":[36,73],"assessment":[37],"tools.":[38],"Open":[39],"University":[40],"Learning":[41,79],"Analytics":[42],"Dataset":[43],"(OULAD)":[44],"is":[45],"one":[46],"most":[49],"comprehensive":[50],"and":[51,96],"benchmark":[52,65],"datasets":[53],"in":[54,76,93],"analytics":[57],"domain.":[58],"This":[59],"paper":[60],"presents":[61],"review":[63,84],"studies":[66],"performed":[67],"using":[68],"OULAD":[69],"assess":[71],"students":[75],"a":[77],"Environment":[80],"(VLE).":[81],"The":[82],"presented":[83],"aims":[85],"highlight":[87],"status":[89],"technological":[91],"advancements":[92],"this":[94],"domain":[95],"potential":[97],"future":[98],"research":[99],"directions.":[100]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
