{"id":"https://openalex.org/W3012005299","doi":"https://doi.org/10.1145/3375462.3375494","title":"Predicting student success in a blended learning environment","display_name":"Predicting student success in a blended learning environment","publication_year":2020,"publication_date":"2020-03-13","ids":{"openalex":"https://openalex.org/W3012005299","doi":"https://doi.org/10.1145/3375462.3375494","mag":"3012005299"},"language":"en","primary_location":{"id":"doi:10.1145/3375462.3375494","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3375462.3375494","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Tenth International Conference on Learning Analytics &amp; Knowledge","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/A5035227817","display_name":"Steven Van Goidsenhoven","orcid":"https://orcid.org/0000-0003-3742-4360"},"institutions":[{"id":"https://openalex.org/I99464096","display_name":"KU Leuven","ror":"https://ror.org/05f950310","country_code":"BE","type":"education","lineage":["https://openalex.org/I99464096"]}],"countries":["BE"],"is_corresponding":true,"raw_author_name":"Steven Van Goidsenhoven","raw_affiliation_strings":["KU Leuven, Belgium"],"affiliations":[{"raw_affiliation_string":"KU Leuven, Belgium","institution_ids":["https://openalex.org/I99464096"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019133127","display_name":"Daria Bogdanova","orcid":"https://orcid.org/0000-0001-6481-4300"},"institutions":[{"id":"https://openalex.org/I99464096","display_name":"KU Leuven","ror":"https://ror.org/05f950310","country_code":"BE","type":"education","lineage":["https://openalex.org/I99464096"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Daria Bogdanova","raw_affiliation_strings":["KU Leuven, Belgium"],"affiliations":[{"raw_affiliation_string":"KU Leuven, Belgium","institution_ids":["https://openalex.org/I99464096"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083616284","display_name":"Galina Deeva","orcid":"https://orcid.org/0000-0003-3737-894X"},"institutions":[{"id":"https://openalex.org/I99464096","display_name":"KU Leuven","ror":"https://ror.org/05f950310","country_code":"BE","type":"education","lineage":["https://openalex.org/I99464096"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Galina Deeva","raw_affiliation_strings":["KU Leuven, Belgium"],"affiliations":[{"raw_affiliation_string":"KU Leuven, Belgium","institution_ids":["https://openalex.org/I99464096"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001193136","display_name":"Seppe vanden Broucke","orcid":"https://orcid.org/0000-0002-8781-3906"},"institutions":[{"id":"https://openalex.org/I99464096","display_name":"KU Leuven","ror":"https://ror.org/05f950310","country_code":"BE","type":"education","lineage":["https://openalex.org/I99464096"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Seppe vanden Broucke","raw_affiliation_strings":["KU Leuven, Belgium"],"affiliations":[{"raw_affiliation_string":"KU Leuven, Belgium","institution_ids":["https://openalex.org/I99464096"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080266755","display_name":"Jochen De Weerdt","orcid":"https://orcid.org/0000-0001-6151-0504"},"institutions":[{"id":"https://openalex.org/I99464096","display_name":"KU Leuven","ror":"https://ror.org/05f950310","country_code":"BE","type":"education","lineage":["https://openalex.org/I99464096"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Jochen De Weerdt","raw_affiliation_strings":["KU Leuven, Belgium"],"affiliations":[{"raw_affiliation_string":"KU Leuven, Belgium","institution_ids":["https://openalex.org/I99464096"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5086124843","display_name":"Monique Snoeck","orcid":"https://orcid.org/0000-0002-3824-3214"},"institutions":[{"id":"https://openalex.org/I99464096","display_name":"KU Leuven","ror":"https://ror.org/05f950310","country_code":"BE","type":"education","lineage":["https://openalex.org/I99464096"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Monique Snoeck","raw_affiliation_strings":["KU Leuven, Belgium"],"affiliations":[{"raw_affiliation_string":"KU Leuven, Belgium","institution_ids":["https://openalex.org/I99464096"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5035227817"],"corresponding_institution_ids":["https://openalex.org/I99464096"],"apc_list":null,"apc_paid":null,"fwci":4.8358,"has_fulltext":false,"cited_by_count":33,"citation_normalized_percentile":{"value":0.95021625,"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":"17","last_page":"25"},"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/T12761","display_name":"Data Stream Mining Techniques","score":0.996999979019165,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.9886999726295471,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/blended-learning","display_name":"Blended learning","score":0.804545521736145},{"id":"https://openalex.org/keywords/learning-analytics","display_name":"Learning analytics","score":0.772301971912384},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.705628514289856},{"id":"https://openalex.org/keywords/predictive-analytics","display_name":"Predictive analytics","score":0.6882378458976746},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.606500506401062},{"id":"https://openalex.org/keywords/online-learning","display_name":"Online learning","score":0.5402413010597229},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.48027539253234863},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4738878607749939},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.46691229939460754},{"id":"https://openalex.org/keywords/predictive-power","display_name":"Predictive power","score":0.45899632573127747},{"id":"https://openalex.org/keywords/massive-open-online-course","display_name":"Massive open online course","score":0.42900320887565613},{"id":"https://openalex.org/keywords/curse-of-dimensionality","display_name":"Curse of dimensionality","score":0.41460949182510376},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3776005208492279},{"id":"https://openalex.org/keywords/educational-technology","display_name":"Educational technology","score":0.3131813406944275},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.24364441633224487},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.18089479207992554},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.1610948145389557},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.11954951286315918},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.11941534280776978}],"concepts":[{"id":"https://openalex.org/C158592959","wikidata":"https://www.wikidata.org/wiki/Q869010","display_name":"Blended learning","level":3,"score":0.804545521736145},{"id":"https://openalex.org/C2777648619","wikidata":"https://www.wikidata.org/wiki/Q2845208","display_name":"Learning analytics","level":2,"score":0.772301971912384},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.705628514289856},{"id":"https://openalex.org/C83209312","wikidata":"https://www.wikidata.org/wiki/Q1053367","display_name":"Predictive analytics","level":2,"score":0.6882378458976746},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.606500506401062},{"id":"https://openalex.org/C2986087404","wikidata":"https://www.wikidata.org/wiki/Q15946010","display_name":"Online learning","level":2,"score":0.5402413010597229},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.48027539253234863},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4738878607749939},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.46691229939460754},{"id":"https://openalex.org/C2778136018","wikidata":"https://www.wikidata.org/wiki/Q10350689","display_name":"Predictive power","level":2,"score":0.45899632573127747},{"id":"https://openalex.org/C2777808570","wikidata":"https://www.wikidata.org/wiki/Q967853","display_name":"Massive open online course","level":2,"score":0.42900320887565613},{"id":"https://openalex.org/C111030470","wikidata":"https://www.wikidata.org/wiki/Q1430460","display_name":"Curse of dimensionality","level":2,"score":0.41460949182510376},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3776005208492279},{"id":"https://openalex.org/C16443162","wikidata":"https://www.wikidata.org/wiki/Q1068473","display_name":"Educational technology","level":2,"score":0.3131813406944275},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.24364441633224487},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.18089479207992554},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.1610948145389557},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.11954951286315918},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11941534280776978},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","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/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3375462.3375494","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3375462.3375494","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Tenth International Conference on Learning Analytics &amp; Knowledge","raw_type":"proceedings-article"},{"id":"pmh:oai:lirias2repo.kuleuven.be:123456789/648879","is_oa":false,"landing_page_url":"https://lirias.kuleuven.be/bitstream/123456789/648879/2/Predicting_Student_Success_in_a_Blended_Learning_Environment%283%29.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S4306401954","display_name":"Lirias (KU Leuven)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I99464096","host_organization_name":"KU Leuven","host_organization_lineage":["https://openalex.org/I99464096"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"10th International Conference on Learning Analytics and Knowledge (LAK20), Frankfurt am Main, Germany, 23-27 March 2020","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7200000286102295,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W1502991139","https://openalex.org/W1570448133","https://openalex.org/W1971040550","https://openalex.org/W1975699031","https://openalex.org/W1976193075","https://openalex.org/W2042918255","https://openalex.org/W2055312035","https://openalex.org/W2059567823","https://openalex.org/W2110428344","https://openalex.org/W2196907121","https://openalex.org/W2296719434","https://openalex.org/W2584256333","https://openalex.org/W2586885782","https://openalex.org/W2789958057","https://openalex.org/W2790088909","https://openalex.org/W2897246859","https://openalex.org/W2964030120","https://openalex.org/W2997591727","https://openalex.org/W4300853399"],"related_works":["https://openalex.org/W3189884647","https://openalex.org/W3014712662","https://openalex.org/W2809858895","https://openalex.org/W4321234707","https://openalex.org/W3199841521","https://openalex.org/W4285505876","https://openalex.org/W2409707217","https://openalex.org/W2997046041","https://openalex.org/W3123613287","https://openalex.org/W2582287177"],"abstract_inverted_index":{"Blended":[0],"learning":[1,12,19,43,155],"is":[2],"gaining":[3],"ground":[4],"in":[5,14,129,139],"contemporary":[6],"education.":[7],"However,":[8],"studies":[9],"on":[10,85],"predictive":[11,60,106],"analytics":[13],"the":[15,70,80,86,111,116,130,133,140],"context":[16],"of":[17,56,73,110,132,157],"blended":[18,42,76],"remain":[20],"relatively":[21],"scarce":[22],"compared":[23],"to":[24,78],"Massive":[25],"Open":[26],"Online":[27],"Courses":[28],"(MOOCs),":[29],"where":[30],"such":[31],"applications":[32],"have":[33],"gained":[34],"a":[35,47,53,62,74],"strong":[36],"foothold.":[37],"Data":[38],"sets":[39],"obtained":[40,88],"from":[41,46,89],"environments":[44],"suffer":[45],"high":[48],"dimensionality":[49],"and":[50,99,103],"typically":[51],"expose":[52],"limited":[54,117],"number":[55],"instances,":[57],"which":[58],"makes":[59],"analysis":[61,112],"challenging":[63],"task.":[64],"In":[65],"this":[66],"work,":[67],"we":[68],"explore":[69],"log":[71],"data":[72,87],"master-level":[75],"course":[77],"predict":[79],"students'":[81],"grades":[82],"based":[83],"entirely":[84],"an":[90],"online":[91,96],"module":[92],"(a":[93],"small":[94],"private":[95],"course),":[97],"using":[98],"comparing":[100],"logistic":[101],"regression":[102],"random":[104],"forest-based":[105],"models.":[107],"The":[108],"results":[109],"show":[113],"that,":[114],"despite":[115],"data,":[118],"success":[119],"vs.":[120],"fail":[121],"predictions":[122],"can":[123],"be":[124,137],"made":[125],"as":[126,128,149,151],"early":[127],"middle":[131],"course.":[134],"This":[135],"could":[136],"used":[138],"future":[141],"for":[142,146,152],"timely":[143],"interventions,":[144],"both":[145],"failure":[147],"prevention":[148],"well":[150],"reinforcing":[153],"positive":[154],"behaviours":[156],"students.":[158]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":10},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":2}],"updated_date":"2026-03-04T09:10:02.777135","created_date":"2025-10-10T00:00:00"}
