{"id":"https://openalex.org/W4403175299","doi":"https://doi.org/10.1007/s12528-024-09414-4","title":"Combining data from a LMS and a student register for exploring factors affecting study duration","display_name":"Combining data from a LMS and a student register for exploring factors affecting study duration","publication_year":2024,"publication_date":"2024-10-07","ids":{"openalex":"https://openalex.org/W4403175299","doi":"https://doi.org/10.1007/s12528-024-09414-4"},"language":"en","primary_location":{"id":"doi:10.1007/s12528-024-09414-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s12528-024-09414-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s12528-024-09414-4.pdf","source":{"id":"https://openalex.org/S55310782","display_name":"Journal of Computing in Higher Education","issn_l":"1042-1726","issn":["1042-1726","1867-1233"],"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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computing in Higher Education","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s12528-024-09414-4.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5084319902","display_name":"Lili Aunimo","orcid":"https://orcid.org/0000-0002-3336-0948"},"institutions":[{"id":"https://openalex.org/I38186990","display_name":"Haaga-Helia University of Applied Sciences","ror":"https://ror.org/05cqf4668","country_code":"FI","type":"education","lineage":["https://openalex.org/I38186990"]}],"countries":["FI"],"is_corresponding":true,"raw_author_name":"Lili Aunimo","raw_affiliation_strings":["Haaga-Helia University of Applied Sciences, Helsinki, Finland"],"raw_orcid":"https://orcid.org/0000-0002-3336-0948","affiliations":[{"raw_affiliation_string":"Haaga-Helia University of Applied Sciences, Helsinki, Finland","institution_ids":["https://openalex.org/I38186990"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073858428","display_name":"Janne Kauttonen","orcid":"https://orcid.org/0000-0003-2432-5072"},"institutions":[{"id":"https://openalex.org/I38186990","display_name":"Haaga-Helia University of Applied Sciences","ror":"https://ror.org/05cqf4668","country_code":"FI","type":"education","lineage":["https://openalex.org/I38186990"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Janne Kauttonen","raw_affiliation_strings":["Haaga-Helia University of Applied Sciences, Helsinki, Finland"],"raw_orcid":"https://orcid.org/0000-0003-2432-5072","affiliations":[{"raw_affiliation_string":"Haaga-Helia University of Applied Sciences, Helsinki, Finland","institution_ids":["https://openalex.org/I38186990"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107804340","display_name":"Marko Vahtola","orcid":null},"institutions":[{"id":"https://openalex.org/I38186990","display_name":"Haaga-Helia University of Applied Sciences","ror":"https://ror.org/05cqf4668","country_code":"FI","type":"education","lineage":["https://openalex.org/I38186990"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Marko Vahtola","raw_affiliation_strings":["Haaga-Helia University of Applied Sciences, Helsinki, Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Haaga-Helia University of Applied Sciences, Helsinki, Finland","institution_ids":["https://openalex.org/I38186990"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089650865","display_name":"Salla Huttunen","orcid":"https://orcid.org/0000-0003-0382-1974"},"institutions":[{"id":"https://openalex.org/I38186990","display_name":"Haaga-Helia University of Applied Sciences","ror":"https://ror.org/05cqf4668","country_code":"FI","type":"education","lineage":["https://openalex.org/I38186990"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Salla Huttunen","raw_affiliation_strings":["Haaga-Helia University of Applied Sciences, Helsinki, Finland"],"raw_orcid":"https://orcid.org/0000-0003-0382-1974","affiliations":[{"raw_affiliation_string":"Haaga-Helia University of Applied Sciences, Helsinki, Finland","institution_ids":["https://openalex.org/I38186990"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5084319902"],"corresponding_institution_ids":["https://openalex.org/I38186990"],"apc_list":{"value":2290,"currency":"EUR","value_usd":2890},"apc_paid":{"value":2545,"currency":"EUR","value_usd":2744},"fwci":0.7809,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.81096363,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":"37","issue":"3","first_page":"1032","last_page":"1055"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9995999932289124,"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":0.9995999932289124,"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/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.9648000001907349,"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/T10162","display_name":"Online and Blended Learning","score":0.9376000165939331,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/register","display_name":"Register (sociolinguistics)","score":0.7257763743400574},{"id":"https://openalex.org/keywords/duration","display_name":"Duration (music)","score":0.7074654698371887},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5713223814964294},{"id":"https://openalex.org/keywords/higher-education","display_name":"Higher education","score":0.5454505085945129},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.43250271677970886},{"id":"https://openalex.org/keywords/educational-technology","display_name":"Educational technology","score":0.42795228958129883},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.3638654053211212},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.35812416672706604},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.07942822575569153}],"concepts":[{"id":"https://openalex.org/C2779235478","wikidata":"https://www.wikidata.org/wiki/Q286576","display_name":"Register (sociolinguistics)","level":2,"score":0.7257763743400574},{"id":"https://openalex.org/C112758219","wikidata":"https://www.wikidata.org/wiki/Q16038819","display_name":"Duration (music)","level":2,"score":0.7074654698371887},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5713223814964294},{"id":"https://openalex.org/C120912362","wikidata":"https://www.wikidata.org/wiki/Q136822","display_name":"Higher education","level":2,"score":0.5454505085945129},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.43250271677970886},{"id":"https://openalex.org/C16443162","wikidata":"https://www.wikidata.org/wiki/Q1068473","display_name":"Educational technology","level":2,"score":0.42795228958129883},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.3638654053211212},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.35812416672706604},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.07942822575569153},{"id":"https://openalex.org/C124952713","wikidata":"https://www.wikidata.org/wiki/Q8242","display_name":"Literature","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s12528-024-09414-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s12528-024-09414-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s12528-024-09414-4.pdf","source":{"id":"https://openalex.org/S55310782","display_name":"Journal of Computing in Higher Education","issn_l":"1042-1726","issn":["1042-1726","1867-1233"],"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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computing in Higher Education","raw_type":"journal-article"},{"id":"pmh:oai:www.theseus.fi:10024/877312","is_oa":true,"landing_page_url":"http://www.theseus.fi/handle/10024/877312","pdf_url":"http://www.theseus.fi/bitstream/10024/877312/1/AunimoL_KauttonenJ_VahtolaM_HuttunenS_Combining_data_from.pdf","source":{"id":"https://openalex.org/S4306400928","display_name":"Theseus (Ammattikorkeakoulujen)","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":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"107301","raw_type":"publication"}],"best_oa_location":{"id":"doi:10.1007/s12528-024-09414-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s12528-024-09414-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s12528-024-09414-4.pdf","source":{"id":"https://openalex.org/S55310782","display_name":"Journal of Computing in Higher Education","issn_l":"1042-1726","issn":["1042-1726","1867-1233"],"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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computing in Higher Education","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Quality Education","score":0.5199999809265137,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4403175299.pdf","grobid_xml":"https://content.openalex.org/works/W4403175299.grobid-xml"},"referenced_works_count":29,"referenced_works":["https://openalex.org/W1997857832","https://openalex.org/W2033726034","https://openalex.org/W2050837887","https://openalex.org/W2071097428","https://openalex.org/W2091367633","https://openalex.org/W2107406322","https://openalex.org/W2138975884","https://openalex.org/W2618851150","https://openalex.org/W2784846085","https://openalex.org/W2791029376","https://openalex.org/W2909913588","https://openalex.org/W2977285514","https://openalex.org/W2997240483","https://openalex.org/W3022917006","https://openalex.org/W3091915852","https://openalex.org/W3093060223","https://openalex.org/W3095108445","https://openalex.org/W3095325497","https://openalex.org/W3112486812","https://openalex.org/W3118164373","https://openalex.org/W3201153983","https://openalex.org/W3210695023","https://openalex.org/W4220865630","https://openalex.org/W4281747684","https://openalex.org/W4312808108","https://openalex.org/W4315866233","https://openalex.org/W4367181638","https://openalex.org/W4376605958","https://openalex.org/W6875170177"],"related_works":["https://openalex.org/W4312941541","https://openalex.org/W2348837382","https://openalex.org/W2361019053","https://openalex.org/W2071125430","https://openalex.org/W624979004","https://openalex.org/W4238987864","https://openalex.org/W746329893","https://openalex.org/W4232669059","https://openalex.org/W4205872570","https://openalex.org/W2064119831"],"abstract_inverted_index":{"Institutions":[0],"of":[1,7,69,78,103,139,179,191],"higher":[2,79],"education":[3],"possess":[4],"large":[5],"amounts":[6],"learning-related":[8],"data":[9,20,58,83,97,107],"in":[10,75,119],"their":[11],"student":[12,92,154],"registers":[13],"and":[14,32,90,135,186],"learning":[15],"management":[16],"systems":[17],"(LMS).":[18],"This":[19],"can":[21],"be":[22,150],"mined":[23],"to":[24,59,142],"gain":[25],"insights":[26],"into":[27],"study":[28,30,37,50,95,101,133,166,170],"paths,":[29],"styles":[31],"possible":[33],"bottlenecks":[34],"on":[35,44,115,124],"the":[36,57,66,87,99,104,111,116,125,146,153,160,177,192],"paths.":[38],"In":[39],"this":[40,143],"study,":[41,144],"we":[42,55,108,127,156],"focused":[43],"creating":[45],"a":[46,72,91,129,169,188],"predictive":[47],"model":[48,130],"for":[49,71,131,164],"completion":[51,68,167],"time":[52],"estimation.":[53],"Additionally,":[54],"explored":[56],"find":[60],"out":[61,158],"what":[62],"features":[63],"may":[64,149],"affect":[65],"rapid":[67],"studies":[70],"bachelor\u2019s":[73],"degree":[74],"an":[76,137],"institution":[77],"education.":[80],"We":[81],"combined":[82],"from":[84,98,110],"two":[85],"sources:":[86],"Moodle":[88,112],"LMS":[89,113],"register.":[93],"The":[94,106],"exploited":[96],"entire":[100],"duration":[102,134],"students.":[105],"extracted":[109],"focuses":[114],"student\u2019s":[117],"diligence":[118],"respecting":[120],"assignment":[121],"deadlines.":[122],"Based":[123],"data,":[126],"created":[128],"predicting":[132],"achieved":[136],"accuracy":[138],"72%.":[140],"According":[141],"among":[145],"factors":[147],"that":[148,159,172],"influenced":[151],"by":[152],"herself,":[155],"found":[157],"most":[161],"important":[162],"predictors":[163],"fast":[165],"are":[168],"pace":[171],"is":[173],"more":[174],"intensive":[175],"at":[176],"end":[178],"studies,":[180],"submitting":[181],"assignments":[182],"well":[183],"before":[184],"deadline":[185],"having":[187],"considerable":[189],"amount":[190],"grade":[193],"4.":[194]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-03-10T14:07:55.174380","created_date":"2025-10-10T00:00:00"}