{"id":"https://openalex.org/W2531767846","doi":"https://doi.org/10.1109/tlt.2016.2616312","title":"Predicting Student Performance from LMS Data: A Comparison of 17 Blended Courses Using Moodle LMS","display_name":"Predicting Student Performance from LMS Data: A Comparison of 17 Blended Courses Using Moodle LMS","publication_year":2016,"publication_date":"2016-10-12","ids":{"openalex":"https://openalex.org/W2531767846","doi":"https://doi.org/10.1109/tlt.2016.2616312","mag":"2531767846"},"language":"en","primary_location":{"id":"doi:10.1109/tlt.2016.2616312","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tlt.2016.2616312","pdf_url":null,"source":{"id":"https://openalex.org/S130363450","display_name":"IEEE Transactions on Learning Technologies","issn_l":"1939-1382","issn":["1939-1382","2372-0050"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Learning Technologies","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://research.tue.nl/en/publications/222ebf88-e9be-45b0-9570-338a5cc6102f","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5087839132","display_name":"Rianne Conijn","orcid":"https://orcid.org/0000-0002-6316-4892"},"institutions":[{"id":"https://openalex.org/I83019370","display_name":"Eindhoven University of Technology","ror":"https://ror.org/02c2kyt77","country_code":"NL","type":"education","lineage":["https://openalex.org/I83019370"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Rianne Conijn","raw_affiliation_strings":["Department of Industrial Engineering & Innovation Sciences, Eindhoven University of Technology, Eindhoven, MB, Netherlands","Department of Industrial Engineering & Innovation Sciences, Human Technology Interaction Group, Eindhoven University of Technology, Eindhoven, MB, Netherlands#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering & Innovation Sciences, Eindhoven University of Technology, Eindhoven, MB, Netherlands","institution_ids":["https://openalex.org/I83019370"]},{"raw_affiliation_string":"Department of Industrial Engineering & Innovation Sciences, Human Technology Interaction Group, Eindhoven University of Technology, Eindhoven, MB, Netherlands#TAB#","institution_ids":["https://openalex.org/I83019370"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069451287","display_name":"Chris Snijders","orcid":"https://orcid.org/0000-0001-6165-7645"},"institutions":[{"id":"https://openalex.org/I83019370","display_name":"Eindhoven University of Technology","ror":"https://ror.org/02c2kyt77","country_code":"NL","type":"education","lineage":["https://openalex.org/I83019370"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Chris Snijders","raw_affiliation_strings":["Department of Industrial Engineering & Innovation Sciences, Eindhoven University of Technology, Eindhoven, MB, Netherlands","Department of Industrial Engineering & Innovation Sciences, Human Technology Interaction Group, Eindhoven University of Technology, Eindhoven, MB, Netherlands#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering & Innovation Sciences, Eindhoven University of Technology, Eindhoven, MB, Netherlands","institution_ids":["https://openalex.org/I83019370"]},{"raw_affiliation_string":"Department of Industrial Engineering & Innovation Sciences, Human Technology Interaction Group, Eindhoven University of Technology, Eindhoven, MB, Netherlands#TAB#","institution_ids":["https://openalex.org/I83019370"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023858690","display_name":"Ad Kleingeld","orcid":"https://orcid.org/0000-0003-1126-4717"},"institutions":[{"id":"https://openalex.org/I83019370","display_name":"Eindhoven University of Technology","ror":"https://ror.org/02c2kyt77","country_code":"NL","type":"education","lineage":["https://openalex.org/I83019370"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Ad Kleingeld","raw_affiliation_strings":["Industrial Engineering & Innovation Sciences, Eindhoven University of Technology, Eindhoven, MB, Netherlands","Industrial Engineering & Innovation Sciences, Human Performance Management Group, Eindhoven University of Technology, Eindhoven, MB, Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Industrial Engineering & Innovation Sciences, Eindhoven University of Technology, Eindhoven, MB, Netherlands","institution_ids":["https://openalex.org/I83019370"]},{"raw_affiliation_string":"Industrial Engineering & Innovation Sciences, Human Performance Management Group, Eindhoven University of Technology, Eindhoven, MB, Netherlands","institution_ids":["https://openalex.org/I83019370"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5046369365","display_name":"Uwe Matzat","orcid":"https://orcid.org/0000-0003-3228-7512"},"institutions":[{"id":"https://openalex.org/I83019370","display_name":"Eindhoven University of Technology","ror":"https://ror.org/02c2kyt77","country_code":"NL","type":"education","lineage":["https://openalex.org/I83019370"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Uwe Matzat","raw_affiliation_strings":["Department of Industrial Engineering & Innovation Sciences, Eindhoven University of Technology, Eindhoven, MB, Netherlands","Department of Industrial Engineering & Innovation Sciences, Human Technology Interaction Group, Eindhoven University of Technology, Eindhoven, MB, Netherlands#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering & Innovation Sciences, Eindhoven University of Technology, Eindhoven, MB, Netherlands","institution_ids":["https://openalex.org/I83019370"]},{"raw_affiliation_string":"Department of Industrial Engineering & Innovation Sciences, Human Technology Interaction Group, Eindhoven University of Technology, Eindhoven, MB, Netherlands#TAB#","institution_ids":["https://openalex.org/I83019370"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I83019370"],"apc_list":null,"apc_paid":null,"fwci":52.6099,"has_fulltext":false,"cited_by_count":362,"citation_normalized_percentile":{"value":0.99786709,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"10","issue":"1","first_page":"17","last_page":"29"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":1.0,"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":1.0,"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/T10162","display_name":"Online and Blended Learning","score":0.9965000152587891,"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/T10636","display_name":"Innovative Teaching and Learning Methods","score":0.921999990940094,"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/computer-science","display_name":"Computer science","score":0.7875778675079346},{"id":"https://openalex.org/keywords/learning-management","display_name":"Learning Management","score":0.7868465185165405},{"id":"https://openalex.org/keywords/learning-analytics","display_name":"Learning analytics","score":0.7695774435997009},{"id":"https://openalex.org/keywords/software-portability","display_name":"Software portability","score":0.662295401096344},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.48633962869644165},{"id":"https://openalex.org/keywords/blended-learning","display_name":"Blended learning","score":0.44265061616897583},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.31100574135780334},{"id":"https://openalex.org/keywords/educational-technology","display_name":"Educational technology","score":0.26656848192214966},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.23945441842079163},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.2252897322177887},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.09821382164955139}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7875778675079346},{"id":"https://openalex.org/C2779114481","wikidata":"https://www.wikidata.org/wiki/Q6510117","display_name":"Learning Management","level":2,"score":0.7868465185165405},{"id":"https://openalex.org/C2777648619","wikidata":"https://www.wikidata.org/wiki/Q2845208","display_name":"Learning analytics","level":2,"score":0.7695774435997009},{"id":"https://openalex.org/C63000827","wikidata":"https://www.wikidata.org/wiki/Q3080428","display_name":"Software portability","level":2,"score":0.662295401096344},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.48633962869644165},{"id":"https://openalex.org/C158592959","wikidata":"https://www.wikidata.org/wiki/Q869010","display_name":"Blended learning","level":3,"score":0.44265061616897583},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.31100574135780334},{"id":"https://openalex.org/C16443162","wikidata":"https://www.wikidata.org/wiki/Q1068473","display_name":"Educational technology","level":2,"score":0.26656848192214966},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.23945441842079163},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.2252897322177887},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.09821382164955139},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/tlt.2016.2616312","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tlt.2016.2616312","pdf_url":null,"source":{"id":"https://openalex.org/S130363450","display_name":"IEEE Transactions on Learning Technologies","issn_l":"1939-1382","issn":["1939-1382","2372-0050"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Learning Technologies","raw_type":"journal-article"},{"id":"pmh:oai:pure.tue.nl:openaire/222ebf88-e9be-45b0-9570-338a5cc6102f","is_oa":true,"landing_page_url":"https://research.tue.nl/en/publications/222ebf88-e9be-45b0-9570-338a5cc6102f","pdf_url":null,"source":{"id":"https://openalex.org/S4406922641","display_name":"TU/e Research Portal","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Conijn, R, Snijders, C C P, Kleingeld, P A M & Matzat, U 2017, 'Predicting student performance from LMS data: a comparison of 17 blended courses using Moodle LMS : A comparison of 17 blended courses using moodle LMS', IEEE Transactions on Learning Technologies, vol. 10, no. 1, 7589022, pp. 17-29. https://doi.org/10.1109/TLT.2016.2616312","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:tue:oai:pure.tue.nl:publications/222ebf88-e9be-45b0-9570-338a5cc6102f","is_oa":true,"landing_page_url":"https://research.tue.nl/nl/publications/222ebf88-e9be-45b0-9570-338a5cc6102f","pdf_url":null,"source":{"id":"https://openalex.org/S4306401843","display_name":"Data Archiving and Networked Services (DANS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1322597698","host_organization_name":"Royal Netherlands Academy of Arts and Sciences","host_organization_lineage":["https://openalex.org/I1322597698"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Transactions on Learning Technologies, 10(1):7589022, 17 - 29. Institute of Electrical and Electronics Engineers","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"pmh:oai:pure.tue.nl:openaire/222ebf88-e9be-45b0-9570-338a5cc6102f","is_oa":true,"landing_page_url":"https://research.tue.nl/en/publications/222ebf88-e9be-45b0-9570-338a5cc6102f","pdf_url":null,"source":{"id":"https://openalex.org/S4406922641","display_name":"TU/e Research Portal","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Conijn, R, Snijders, C C P, Kleingeld, P A M & Matzat, U 2017, 'Predicting student performance from LMS data: a comparison of 17 blended courses using Moodle LMS : A comparison of 17 blended courses using moodle LMS', IEEE Transactions on Learning Technologies, vol. 10, no. 1, 7589022, pp. 17-29. https://doi.org/10.1109/TLT.2016.2616312","raw_type":"info:eu-repo/semantics/article"},"sustainable_development_goals":[{"display_name":"Quality Education","score":0.7699999809265137,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":72,"referenced_works":["https://openalex.org/W32987498","https://openalex.org/W253372092","https://openalex.org/W747585077","https://openalex.org/W952968460","https://openalex.org/W1486785378","https://openalex.org/W1539947443","https://openalex.org/W1540826324","https://openalex.org/W1549788644","https://openalex.org/W1603306646","https://openalex.org/W1775995898","https://openalex.org/W1876191121","https://openalex.org/W1968295086","https://openalex.org/W1975083254","https://openalex.org/W1994211543","https://openalex.org/W1995985266","https://openalex.org/W2005372638","https://openalex.org/W2006444123","https://openalex.org/W2006652642","https://openalex.org/W2010890973","https://openalex.org/W2019107234","https://openalex.org/W2022337613","https://openalex.org/W2030441548","https://openalex.org/W2036647245","https://openalex.org/W2037932570","https://openalex.org/W2051927939","https://openalex.org/W2064514592","https://openalex.org/W2072460074","https://openalex.org/W2078482049","https://openalex.org/W2085760745","https://openalex.org/W2085970550","https://openalex.org/W2086145942","https://openalex.org/W2088512750","https://openalex.org/W2088724107","https://openalex.org/W2090861833","https://openalex.org/W2104607847","https://openalex.org/W2126159670","https://openalex.org/W2128500216","https://openalex.org/W2129977736","https://openalex.org/W2136660669","https://openalex.org/W2141244172","https://openalex.org/W2143655395","https://openalex.org/W2145356869","https://openalex.org/W2146177560","https://openalex.org/W2147557780","https://openalex.org/W2153378020","https://openalex.org/W2155925217","https://openalex.org/W2155978836","https://openalex.org/W2161619174","https://openalex.org/W2164599981","https://openalex.org/W2165100135","https://openalex.org/W2183210442","https://openalex.org/W2196907121","https://openalex.org/W2236387367","https://openalex.org/W2238759989","https://openalex.org/W2260563388","https://openalex.org/W2322804385","https://openalex.org/W2475434499","https://openalex.org/W2560140854","https://openalex.org/W3100211802","https://openalex.org/W4235715501","https://openalex.org/W4239969683","https://openalex.org/W4241652263","https://openalex.org/W6609665793","https://openalex.org/W6622228150","https://openalex.org/W6632181384","https://openalex.org/W6636112915","https://openalex.org/W6638164167","https://openalex.org/W6681272005","https://openalex.org/W6683137221","https://openalex.org/W6684401236","https://openalex.org/W6692576976","https://openalex.org/W6785038618"],"related_works":["https://openalex.org/W107105315","https://openalex.org/W1584537303","https://openalex.org/W1872724644","https://openalex.org/W2750549761","https://openalex.org/W2773676828","https://openalex.org/W4253709724","https://openalex.org/W2912668742","https://openalex.org/W2995766734","https://openalex.org/W3188589169","https://openalex.org/W2065718809"],"abstract_inverted_index":{"With":[0],"the":[1,45,54,65,76,85,124,141,147,162,165,178,201,208,223],"adoption":[2],"of":[3,13,40,75,143,164,180,195,203],"Learning":[4],"Management":[5],"Systems":[6],"(LMSs)":[7],"in":[8,47,80,92,104,111,123],"educational":[9],"institutions,":[10],"a":[11,36,105,154],"lot":[12],"data":[14,27,193,218],"has":[15,33],"become":[16],"available":[17],"describing":[18],"students'":[19],"online":[20],"behavior.":[21],"Many":[22],"researchers":[23],"have":[24,89],"used":[25,79,91,122],"these":[26],"to":[28,35,44,60,210],"predict":[29,114],"student":[30,68,115],"performance.":[31,69],"This":[32],"led":[34],"rather":[37],"diverse":[38],"set":[39],"findings,":[41],"possibly":[42],"related":[43],"diversity":[46],"courses":[48,100,169],"and":[49,84,126,134,206,216],"predictor":[50,119],"variables":[51,120],"extracted":[52],"from":[53,117,127],"LMS,":[55,110],"which":[56,112],"makes":[57],"it":[58],"hard":[59],"draw":[61],"general":[62],"conclusions":[63],"about":[64],"mechanisms":[66],"underlying":[67],"We":[70,95,199],"first":[71],"provide":[72],"an":[73],"overview":[74],"theoretical":[77,214],"arguments":[78],"learning":[81],"analytics":[82],"research":[83],"typical":[86],"predictors":[87],"that":[88,140,149,176],"been":[90],"recent":[93],"studies.":[94],"then":[96],"analyze":[97],"17":[98],"blended":[99],"with":[101],"4,989":[102],"students":[103],"single":[106,155],"institution":[107],"using":[108,131],"Moodle":[109],"we":[113,174],"performance":[116],"LMS":[118,192,224],"as":[121],"literature":[125],"in-between":[128,185],"assessment":[129,186],"grades,":[130],"both":[132],"multi-level":[133],"standard":[135],"regressions.":[136],"Our":[137],"analyses":[138],"show":[139,175],"results":[142],"predictive":[144],"modeling,":[145],"notwithstanding":[146],"fact":[148],"they":[150],"are":[151,188,194],"collected":[152],"within":[153],"institution,":[156],"strongly":[157],"vary":[158],"across":[159,168],"courses.":[160],"Thus,":[161],"portability":[163],"prediction":[166],"models":[167],"is":[170],"low.":[171],"In":[172],"addition,":[173],"for":[177],"purpose":[179],"early":[181],"intervention":[182],"or":[183],"when":[184],"grades":[187],"taken":[189],"into":[190],"account,":[191],"little":[196],"(additional)":[197],"value.":[198],"outline":[200],"implications":[202],"our":[204],"findings":[205],"emphasize":[207],"need":[209],"include":[211],"more":[212],"specific":[213],"argumentation":[215],"additional":[217],"sources":[219],"other":[220],"than":[221],"just":[222],"data.":[225]},"counts_by_year":[{"year":2026,"cited_by_count":14},{"year":2025,"cited_by_count":28},{"year":2024,"cited_by_count":38},{"year":2023,"cited_by_count":47},{"year":2022,"cited_by_count":50},{"year":2021,"cited_by_count":54},{"year":2020,"cited_by_count":54},{"year":2019,"cited_by_count":51},{"year":2018,"cited_by_count":19},{"year":2017,"cited_by_count":7}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2016-10-21T00:00:00"}
