{"id":"https://openalex.org/W2915191839","doi":"https://doi.org/10.1145/3303772.3303787","title":"Analytics of Learning Strategies","display_name":"Analytics of Learning Strategies","publication_year":2019,"publication_date":"2019-02-25","ids":{"openalex":"https://openalex.org/W2915191839","doi":"https://doi.org/10.1145/3303772.3303787","mag":"2915191839"},"language":"en","primary_location":{"id":"doi:10.1145/3303772.3303787","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3303772.3303787","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 9th International Conference on Learning Analytics &amp; Knowledge","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://rfos.fon.bg.ac.rs/handle/123456789/1968","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5047641721","display_name":"Wannisa Matcha","orcid":"https://orcid.org/0000-0003-1120-3324"},"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":"Wannisa Matcha","raw_affiliation_strings":["School of Informatics, University of Edinburgh, United Kingdom"],"affiliations":[{"raw_affiliation_string":"School of Informatics, University of Edinburgh, United Kingdom","institution_ids":["https://openalex.org/I98677209"]}]},{"author_position":"middle","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 Ga\u0161evi\u0107","raw_affiliation_strings":["School of Informatics, University of Edinburgh, United Kingdom,"],"affiliations":[{"raw_affiliation_string":"School of Informatics, University of Edinburgh, United Kingdom,","institution_ids":["https://openalex.org/I98677209"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043618650","display_name":"Nora\u2019ayu Ahmad Uzir","orcid":"https://orcid.org/0000-0002-9589-2800"},"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":"Nora'Ayu Ahmad Uzir","raw_affiliation_strings":["School of Informatics, University of Edinburgh, United Kingdom"],"affiliations":[{"raw_affiliation_string":"School of Informatics, University of Edinburgh, United Kingdom","institution_ids":["https://openalex.org/I98677209"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025182522","display_name":"Jelena Jovanovi\u0107","orcid":"https://orcid.org/0000-0002-1904-0446"},"institutions":[{"id":"https://openalex.org/I4068193","display_name":"University of Belgrade","ror":"https://ror.org/02qsmb048","country_code":"RS","type":"education","lineage":["https://openalex.org/I4068193"]}],"countries":["RS"],"is_corresponding":false,"raw_author_name":"Jelena Jovanovi\u0107","raw_affiliation_strings":["University of Belgrade, Serbia"],"affiliations":[{"raw_affiliation_string":"University of Belgrade, Serbia","institution_ids":["https://openalex.org/I4068193"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5032558671","display_name":"Abelardo Pardo","orcid":"https://orcid.org/0000-0002-6857-0582"},"institutions":[{"id":"https://openalex.org/I170239107","display_name":"University of South Australia","ror":"https://ror.org/01p93h210","country_code":"AU","type":"education","lineage":["https://openalex.org/I170239107"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Abelardo Pardo","raw_affiliation_strings":["Information Technology Engineering and the Environment Divisional Office, University of South Australia, Australia"],"affiliations":[{"raw_affiliation_string":"Information Technology Engineering and the Environment Divisional Office, University of South Australia, Australia","institution_ids":["https://openalex.org/I170239107"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5047641721"],"corresponding_institution_ids":["https://openalex.org/I98677209"],"apc_list":null,"apc_paid":null,"fwci":20.3155,"has_fulltext":false,"cited_by_count":127,"citation_normalized_percentile":{"value":0.99413252,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"461","last_page":"470"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9997000098228455,"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":0.9997000098228455,"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":0.9435999989509583,"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/T10636","display_name":"Innovative Teaching and Learning Methods","score":0.9351000189781189,"subfield":{"id":"https://openalex.org/subfields/3204","display_name":"Developmental and Educational Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/learning-analytics","display_name":"Learning analytics","score":0.8513201475143433},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.733080267906189},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.5672187209129333},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.555118203163147},{"id":"https://openalex.org/keywords/trace","display_name":"TRACE (psycholinguistics)","score":0.51763516664505},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.47851669788360596},{"id":"https://openalex.org/keywords/association-rule-learning","display_name":"Association rule learning","score":0.46884098649024963},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.46828529238700867},{"id":"https://openalex.org/keywords/association","display_name":"Association (psychology)","score":0.4577237069606781},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4118078649044037},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.40628835558891296},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.38793304562568665},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.17952537536621094}],"concepts":[{"id":"https://openalex.org/C2777648619","wikidata":"https://www.wikidata.org/wiki/Q2845208","display_name":"Learning analytics","level":2,"score":0.8513201475143433},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.733080267906189},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.5672187209129333},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.555118203163147},{"id":"https://openalex.org/C75291252","wikidata":"https://www.wikidata.org/wiki/Q1315756","display_name":"TRACE (psycholinguistics)","level":2,"score":0.51763516664505},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.47851669788360596},{"id":"https://openalex.org/C193524817","wikidata":"https://www.wikidata.org/wiki/Q386780","display_name":"Association rule learning","level":2,"score":0.46884098649024963},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.46828529238700867},{"id":"https://openalex.org/C142853389","wikidata":"https://www.wikidata.org/wiki/Q744778","display_name":"Association (psychology)","level":2,"score":0.4577237069606781},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4118078649044037},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.40628835558891296},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38793304562568665},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.17952537536621094},{"id":"https://openalex.org/C542102704","wikidata":"https://www.wikidata.org/wiki/Q183257","display_name":"Psychotherapist","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/3303772.3303787","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3303772.3303787","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 9th International Conference on Learning Analytics &amp; Knowledge","raw_type":"proceedings-article"},{"id":"pmh:oai:rfos.fon.bg.ac.rs:123456789/1968","is_oa":true,"landing_page_url":"https://rfos.fon.bg.ac.rs/handle/123456789/1968","pdf_url":null,"source":null,"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Proceedings of the 9th International Conference on Learning Analytics &amp; Knowledge (Lak'19)","raw_type":"conferenceObject"},{"id":"pmh:oai:urm_publish:9916267097601831","is_oa":false,"landing_page_url":"https://hdl.handle.net/11541.2/136402","pdf_url":null,"source":{"id":"https://openalex.org/S4306402528","display_name":"UniSA Research Outputs Repository (University of South Australia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I170239107","host_organization_name":"University of South Australia","host_organization_lineage":["https://openalex.org/I170239107"],"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"}],"best_oa_location":{"id":"pmh:oai:rfos.fon.bg.ac.rs:123456789/1968","is_oa":true,"landing_page_url":"https://rfos.fon.bg.ac.rs/handle/123456789/1968","pdf_url":null,"source":null,"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Proceedings of the 9th International Conference on Learning Analytics &amp; Knowledge (Lak'19)","raw_type":"conferenceObject"},"sustainable_development_goals":[{"display_name":"Quality Education","score":0.8199999928474426,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":59,"referenced_works":["https://openalex.org/W14758638","https://openalex.org/W93727833","https://openalex.org/W176246444","https://openalex.org/W259937847","https://openalex.org/W797456421","https://openalex.org/W1508056119","https://openalex.org/W1508436075","https://openalex.org/W1548236562","https://openalex.org/W1740661958","https://openalex.org/W1969507040","https://openalex.org/W1975912968","https://openalex.org/W1982464953","https://openalex.org/W1989263174","https://openalex.org/W1996001583","https://openalex.org/W2010593734","https://openalex.org/W2010810415","https://openalex.org/W2019399010","https://openalex.org/W2024842523","https://openalex.org/W2030441548","https://openalex.org/W2050525522","https://openalex.org/W2054121749","https://openalex.org/W2057436900","https://openalex.org/W2059457734","https://openalex.org/W2081720251","https://openalex.org/W2082295504","https://openalex.org/W2083107848","https://openalex.org/W2083896535","https://openalex.org/W2102243141","https://openalex.org/W2105189312","https://openalex.org/W2110661236","https://openalex.org/W2114184575","https://openalex.org/W2115816659","https://openalex.org/W2138228303","https://openalex.org/W2157565254","https://openalex.org/W2160259384","https://openalex.org/W2170350489","https://openalex.org/W2201401714","https://openalex.org/W2238759989","https://openalex.org/W2241136257","https://openalex.org/W2310855432","https://openalex.org/W2328003191","https://openalex.org/W2341412016","https://openalex.org/W2389127339","https://openalex.org/W2497133662","https://openalex.org/W2500354355","https://openalex.org/W2560140854","https://openalex.org/W2590161963","https://openalex.org/W2592799768","https://openalex.org/W2594116634","https://openalex.org/W2611698603","https://openalex.org/W2724824384","https://openalex.org/W2768077796","https://openalex.org/W2768744498","https://openalex.org/W2790615946","https://openalex.org/W2791952223","https://openalex.org/W2795928368","https://openalex.org/W2883192717","https://openalex.org/W2904267121","https://openalex.org/W3135784906"],"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/W4225313275","https://openalex.org/W3097749327"],"abstract_inverted_index":{"Learning":[0],"analytics":[1],"has":[2],"the":[3,20,25,49,110,115,119,130,134],"potential":[4],"to":[5,47,96,108],"detect":[6,97],"and":[7,18,33,42,51,57,91,98,102,118,133],"explain":[8],"characteristics":[9,53],"of":[10,15,27,35,54,65,74,81,112],"learning":[11,28,36,55,100,116,121],"strategies":[12,37,56],"through":[13],"analysis":[14],"trace":[16,66],"data":[17,67],"communicate":[19],"findings":[21],"via":[22],"feedback.":[23,62],"However,":[24],"role":[26],"analytics-based":[29],"feedback":[30,82,113,132],"in":[31,85],"selection":[32],"regulation":[34],"is":[38],"still":[39],"insufficiently":[40],"explored":[41],"understood.":[43],"This":[44],"research":[45],"aims":[46],"examine":[48,109],"sequential":[50],"temporal":[52],"investigate":[58],"their":[59],"association":[60,111,128],"with":[61,114],"Three":[63],"years":[64],"were":[68,83,94,106],"collected":[69],"from":[70],"online":[71],"pre-class":[72],"activities":[73],"a":[75,126],"flipped":[76],"classroom,":[77],"where":[78],"different":[79],"types":[80],"employed":[84],"each":[86],"year.":[87],"Clustering,":[88],"sequence":[89],"mining,":[90],"process":[92],"mining":[93],"used":[95,107],"interpret":[99],"tactics":[101],"strategies.":[103,122,136],"Inferential":[104],"statistics":[105],"performance":[117],"detected":[120],"The":[123],"results":[124],"suggest":[125],"positive":[127],"between":[129],"personalised":[131],"effective":[135]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":12},{"year":2024,"cited_by_count":26},{"year":2023,"cited_by_count":20},{"year":2022,"cited_by_count":18},{"year":2021,"cited_by_count":26},{"year":2020,"cited_by_count":15},{"year":2019,"cited_by_count":6}],"updated_date":"2026-04-03T22:45:19.894376","created_date":"2025-10-10T00:00:00"}
