{"id":"https://openalex.org/W1948438205","doi":"https://doi.org/10.1186/s41039-015-0007-z","title":"The utilization of data analysis techniques in predicting student performance in massive open online courses (MOOCs)","display_name":"The utilization of data analysis techniques in predicting student performance in massive open online courses (MOOCs)","publication_year":2015,"publication_date":"2015-07-15","ids":{"openalex":"https://openalex.org/W1948438205","doi":"https://doi.org/10.1186/s41039-015-0007-z","mag":"1948438205","pmid":"https://pubmed.ncbi.nlm.nih.gov/30613219"},"language":"en","primary_location":{"id":"doi:10.1186/s41039-015-0007-z","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s41039-015-0007-z","pdf_url":"https://telrp.springeropen.com/track/pdf/10.1186/s41039-015-0007-z","source":{"id":"https://openalex.org/S119620556","display_name":"Research and Practice in Technology Enhanced Learning","issn_l":"1793-2068","issn":["1793-2068","1793-7078"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Research and Practice in Technology Enhanced Learning","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://telrp.springeropen.com/track/pdf/10.1186/s41039-015-0007-z","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5108444583","display_name":"Glyn Hughes","orcid":null},"institutions":[{"id":"https://openalex.org/I63098007","display_name":"Liverpool John Moores University","ror":"https://ror.org/04zfme737","country_code":"GB","type":"education","lineage":["https://openalex.org/I63098007"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Glyn Hughes","raw_affiliation_strings":["School of Computing and Mathematical Sciences, Liverpool John Moores University, Byrom Street, Liverpool, L3 3AF UK","School of Computing & Mathematical Sciences, Liverpool John Moores University, Byrom Street, Liverpool L3 3AF, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing and Mathematical Sciences, Liverpool John Moores University, Byrom Street, Liverpool, L3 3AF UK","institution_ids":["https://openalex.org/I63098007"]},{"raw_affiliation_string":"School of Computing & Mathematical Sciences, Liverpool John Moores University, Byrom Street, Liverpool L3 3AF, UK","institution_ids":["https://openalex.org/I63098007"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5059828688","display_name":"Chelsea Dobbins","orcid":"https://orcid.org/0000-0001-9420-2452"},"institutions":[{"id":"https://openalex.org/I63098007","display_name":"Liverpool John Moores University","ror":"https://ror.org/04zfme737","country_code":"GB","type":"education","lineage":["https://openalex.org/I63098007"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Chelsea Dobbins","raw_affiliation_strings":["School of Computing and Mathematical Sciences, Liverpool John Moores University, Byrom Street, Liverpool, L3 3AF UK","School of Computing and Mathematical Sciences, Liverpool John Moores University - Liverpool, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing and Mathematical Sciences, Liverpool John Moores University, Byrom Street, Liverpool, L3 3AF UK","institution_ids":["https://openalex.org/I63098007"]},{"raw_affiliation_string":"School of Computing and Mathematical Sciences, Liverpool John Moores University - Liverpool, UK","institution_ids":["https://openalex.org/I63098007"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5108444583"],"corresponding_institution_ids":["https://openalex.org/I63098007"],"apc_list":null,"apc_paid":null,"fwci":13.313,"has_fulltext":true,"cited_by_count":64,"citation_normalized_percentile":{"value":0.98362215,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"10","issue":"1","first_page":"10","last_page":"10"},"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":0.9890999794006348,"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":0.9733999967575073,"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/popularity","display_name":"Popularity","score":0.7178733348846436},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.691975474357605},{"id":"https://openalex.org/keywords/dashboard","display_name":"Dashboard","score":0.6854828596115112},{"id":"https://openalex.org/keywords/attendance","display_name":"Attendance","score":0.6587942242622375},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.5660237073898315},{"id":"https://openalex.org/keywords/open-education","display_name":"Open education","score":0.5164008736610413},{"id":"https://openalex.org/keywords/educational-technology","display_name":"Educational technology","score":0.5106626152992249},{"id":"https://openalex.org/keywords/online-learning","display_name":"Online learning","score":0.5025310516357422},{"id":"https://openalex.org/keywords/distance-education","display_name":"Distance education","score":0.4553062319755554},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.45485639572143555},{"id":"https://openalex.org/keywords/open-learning","display_name":"Open learning","score":0.43718820810317993},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.4275776147842407},{"id":"https://openalex.org/keywords/learning-analytics","display_name":"Learning analytics","score":0.4141896963119507},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3958227336406708},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.32076436281204224},{"id":"https://openalex.org/keywords/teaching-method","display_name":"Teaching method","score":0.2133486568927765},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.17601364850997925},{"id":"https://openalex.org/keywords/cooperative-learning","display_name":"Cooperative learning","score":0.08303499221801758}],"concepts":[{"id":"https://openalex.org/C2780586970","wikidata":"https://www.wikidata.org/wiki/Q1357284","display_name":"Popularity","level":2,"score":0.7178733348846436},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.691975474357605},{"id":"https://openalex.org/C33499554","wikidata":"https://www.wikidata.org/wiki/Q1417134","display_name":"Dashboard","level":2,"score":0.6854828596115112},{"id":"https://openalex.org/C2778173179","wikidata":"https://www.wikidata.org/wiki/Q25339289","display_name":"Attendance","level":2,"score":0.6587942242622375},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.5660237073898315},{"id":"https://openalex.org/C2781052624","wikidata":"https://www.wikidata.org/wiki/Q1031140","display_name":"Open education","level":2,"score":0.5164008736610413},{"id":"https://openalex.org/C16443162","wikidata":"https://www.wikidata.org/wiki/Q1068473","display_name":"Educational technology","level":2,"score":0.5106626152992249},{"id":"https://openalex.org/C2986087404","wikidata":"https://www.wikidata.org/wiki/Q15946010","display_name":"Online learning","level":2,"score":0.5025310516357422},{"id":"https://openalex.org/C503872463","wikidata":"https://www.wikidata.org/wiki/Q159595","display_name":"Distance education","level":2,"score":0.4553062319755554},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.45485639572143555},{"id":"https://openalex.org/C15122004","wikidata":"https://www.wikidata.org/wiki/Q385756","display_name":"Open learning","level":4,"score":0.43718820810317993},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.4275776147842407},{"id":"https://openalex.org/C2777648619","wikidata":"https://www.wikidata.org/wiki/Q2845208","display_name":"Learning analytics","level":2,"score":0.4141896963119507},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3958227336406708},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.32076436281204224},{"id":"https://openalex.org/C88610354","wikidata":"https://www.wikidata.org/wiki/Q1813494","display_name":"Teaching method","level":2,"score":0.2133486568927765},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.17601364850997925},{"id":"https://openalex.org/C51672120","wikidata":"https://www.wikidata.org/wiki/Q303446","display_name":"Cooperative learning","level":3,"score":0.08303499221801758},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1186/s41039-015-0007-z","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s41039-015-0007-z","pdf_url":"https://telrp.springeropen.com/track/pdf/10.1186/s41039-015-0007-z","source":{"id":"https://openalex.org/S119620556","display_name":"Research and Practice in Technology Enhanced Learning","issn_l":"1793-2068","issn":["1793-2068","1793-7078"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Research and Practice in Technology Enhanced Learning","raw_type":"journal-article"},{"id":"pmid:30613219","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/30613219","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Research and practice in technology enhanced learning","raw_type":null},{"id":"pmh:oai:researchonline.ljmu.ac.uk:2021","is_oa":true,"landing_page_url":null,"pdf_url":"https://researchonline.ljmu.ac.uk/id/eprint/2021/3/RPTEL%20Journal%20Paper_FINAL.pdf","source":{"id":"https://openalex.org/S4306401246","display_name":"Liverpool John Moores University","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I63098007","host_organization_name":"Liverpool John Moores University","host_organization_lineage":["https://openalex.org/I63098007"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"NonPeerReviewed"},{"id":"pmh:oai:europepmc.org:5291375","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/6302835","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1186/s41039-015-0007-z","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s41039-015-0007-z","pdf_url":"https://telrp.springeropen.com/track/pdf/10.1186/s41039-015-0007-z","source":{"id":"https://openalex.org/S119620556","display_name":"Research and Practice in Technology Enhanced Learning","issn_l":"1793-2068","issn":["1793-2068","1793-7078"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Research and Practice in Technology Enhanced Learning","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.5899999737739563,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W1948438205.pdf","grobid_xml":"https://content.openalex.org/works/W1948438205.grobid-xml"},"referenced_works_count":59,"referenced_works":["https://openalex.org/W157299254","https://openalex.org/W192304486","https://openalex.org/W199632100","https://openalex.org/W973843712","https://openalex.org/W1506281249","https://openalex.org/W1511434862","https://openalex.org/W1548688665","https://openalex.org/W1583679572","https://openalex.org/W1965015069","https://openalex.org/W1972284826","https://openalex.org/W1973406945","https://openalex.org/W2000588299","https://openalex.org/W2002830978","https://openalex.org/W2006444123","https://openalex.org/W2011430131","https://openalex.org/W2012265254","https://openalex.org/W2022452998","https://openalex.org/W2024231807","https://openalex.org/W2040263621","https://openalex.org/W2051963836","https://openalex.org/W2054487404","https://openalex.org/W2103672843","https://openalex.org/W2103976780","https://openalex.org/W2107047614","https://openalex.org/W2118835804","https://openalex.org/W2120212074","https://openalex.org/W2122646361","https://openalex.org/W2123590423","https://openalex.org/W2125800352","https://openalex.org/W2138066437","https://openalex.org/W2145884733","https://openalex.org/W2145912399","https://openalex.org/W2146658606","https://openalex.org/W2150291840","https://openalex.org/W2159128662","https://openalex.org/W2167214196","https://openalex.org/W2250880511","https://openalex.org/W2259072583","https://openalex.org/W2260391740","https://openalex.org/W2295240344","https://openalex.org/W2303415673","https://openalex.org/W2317179781","https://openalex.org/W2419472170","https://openalex.org/W2574248532","https://openalex.org/W2579564527","https://openalex.org/W2605961645","https://openalex.org/W2799061466","https://openalex.org/W2930957955","https://openalex.org/W3142523683","https://openalex.org/W3148625633","https://openalex.org/W4229940379","https://openalex.org/W4232238529","https://openalex.org/W4315866233","https://openalex.org/W4323966317","https://openalex.org/W6630096803","https://openalex.org/W6634911744","https://openalex.org/W6677903437","https://openalex.org/W6732572413","https://openalex.org/W7058327496"],"related_works":["https://openalex.org/W2089819487","https://openalex.org/W68173051","https://openalex.org/W3085446894","https://openalex.org/W2387229169","https://openalex.org/W3139020875","https://openalex.org/W3104713593","https://openalex.org/W2560205935","https://openalex.org/W3195681249","https://openalex.org/W1484583663","https://openalex.org/W1948438205"],"abstract_inverted_index":{"The":[0,102,146,164],"growth":[1],"of":[2,9,25,35,43,88,175,202,210],"the":[3,7,17,23,41,114,152,185,193,211],"Internet":[4],"has":[5,20,78,118,156],"enabled":[6],"popularity":[8],"open":[10,44,120],"online":[11,68,74],"learning":[12,66,90,121,228],"platforms":[13],"to":[14,22,51,82,85,107,132,159,183],"increase":[15],"over":[16],"years.":[18],"This":[19,76],"led":[21],"inception":[24],"Massive":[26],"Open":[27],"Online":[28],"Courses":[29],"(MOOCs)":[30],"that":[31,57,116,136,167,192,204,218],"globally":[32],"enrol":[33],"millions":[34],"people.":[36],"Such":[37],"courses":[38],"operate":[39],"under":[40],"concept":[42],"learning,":[45],"where":[46],"content":[47],"does":[48],"not":[49],"have":[50,149],"be":[52,130,141,197,206],"delivered":[53],"via":[54,69],"standard":[55],"mechanisms":[56],"institutions":[58],"employ,":[59],"such":[60],"as":[61],"physically":[62],"attending":[63],"lectures.":[64],"Instead":[65],"occurs":[67],"recorded":[70],"lecture":[71],"material":[72],"and":[73,122,161,171],"tasks.":[75],"shift":[77],"allowed":[79],"more":[80],"people":[81],"gain":[83],"access":[84],"education,":[86],"regardless":[87],"their":[89],"background.":[91],"However,":[92],"despite":[93],"these":[94],"advancements,":[95],"completion":[96],"rates":[97],"for":[98,224],"MOOCs":[99,111],"are":[100],"low.":[101],"paper":[103],"presents":[104],"our":[105,179],"approach":[106,180],"learner":[108],"predication":[109],"in":[110],"by":[112,208],"exploring":[113],"impact":[115],"technology":[117],"on":[119,214],"identifies":[123],"how":[124],"data":[125,186],"about":[126],"student":[127],"performance":[128],"can":[129,140,196,205],"captured":[131],"predict":[133],"trend":[134],"so":[135,191],"at":[137],"risk":[138],"students":[139],"identified":[142],"before":[143],"they":[144],"drop-out.":[145],"study":[147],"we":[148,216],"undertaken":[150],"uses":[151],"eRegister":[153],"system,":[154],"which":[155],"been":[157],"developed":[158],"capture":[160],"analyze":[162],"data.":[163],"results":[165],"indicate":[166],"high/active":[168],"engagement,":[169],"interaction":[170],"attendance":[172],"is":[173,181,220],"reflective":[174],"higher":[176],"marks.":[177],"Additonally,":[178],"able":[182],"normalize":[184],"into":[187,199],"consistent":[188],"a":[189,200,221],"series":[190],"end":[194],"result":[195],"transformed":[198],"dashboard":[201],"statistics":[203],"used":[207],"organizers":[209],"MOOC.":[212],"Based":[213],"this,":[215],"conclude":[217],"there":[219],"fundamental":[222],"need":[223],"predictive":[225],"systems":[226],"within":[227],"communities.":[229]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":6},{"year":2019,"cited_by_count":7},{"year":2018,"cited_by_count":15},{"year":2017,"cited_by_count":6},{"year":2016,"cited_by_count":4},{"year":2015,"cited_by_count":1}],"updated_date":"2026-06-19T15:47:20.252518","created_date":"2025-10-10T00:00:00"}
