{"id":"https://openalex.org/W7225610937","doi":"https://doi.org/10.1016/j.ssaho.2026.103981","title":"What drives E-learning platform adoption in higher education? Evidence and actionable insights: A bibliometric and PRISMA review","display_name":"What drives E-learning platform adoption in higher education? Evidence and actionable insights: A bibliometric and PRISMA review","publication_year":2026,"publication_date":"2026-11-09","ids":{"openalex":"https://openalex.org/W7225610937","doi":"https://doi.org/10.1016/j.ssaho.2026.103981"},"language":"en","primary_location":{"id":"doi:10.1016/j.ssaho.2026.103981","doi":"https://doi.org/10.1016/j.ssaho.2026.103981","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.ssaho.2026.103981","pdf_url":null,"source":{"id":"https://openalex.org/S4210179183","display_name":"Social Sciences & Humanities Open","issn_l":"2590-2911","issn":["2590-2911"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","jufo-1","norway-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Social Sciences &amp; Humanities Open","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1016/j.ssaho.2026.103981","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5161344787","display_name":"Paulette Toala Robles","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I2135383","display_name":"Escuela Superior Politecnica del Litoral","ror":"https://ror.org/04qenc566","country_code":"EC","type":"education","lineage":["https://openalex.org/I2135383"]}],"countries":["EC"],"is_corresponding":false,"raw_author_name":"Paulette Toala Robles","raw_affiliation_strings":["Escuela Superior Polit\u00e9cnica Del Litoral (ESPOL), Guayaquil, Ecuador"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Escuela Superior Polit\u00e9cnica Del Litoral (ESPOL), Guayaquil, Ecuador","institution_ids":["https://openalex.org/I2135383"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5161305499","display_name":"\u00c1ngeles Marmolejo Minga","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I2135383","display_name":"Escuela Superior Politecnica del Litoral","ror":"https://ror.org/04qenc566","country_code":"EC","type":"education","lineage":["https://openalex.org/I2135383"]}],"countries":["EC"],"is_corresponding":false,"raw_author_name":"\u00c1ngeles Marmolejo Minga","raw_affiliation_strings":["Escuela Superior Polit\u00e9cnica Del Litoral (ESPOL), Guayaquil, Ecuador"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Escuela Superior Polit\u00e9cnica Del Litoral (ESPOL), Guayaquil, Ecuador","institution_ids":["https://openalex.org/I2135383"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003516880","display_name":"Andrea C. Garcia\u2010Angulo","orcid":"https://orcid.org/0000-0003-4839-2552","observed_orcids":["https://orcid.org/0000-0003-4839-2552"]},"institutions":[{"id":"https://openalex.org/I2135383","display_name":"Escuela Superior Politecnica del Litoral","ror":"https://ror.org/04qenc566","country_code":"EC","type":"education","lineage":["https://openalex.org/I2135383"]}],"countries":["EC"],"is_corresponding":false,"raw_author_name":"Andrea C. Garc\u00eda-Angulo","raw_affiliation_strings":["Escuela Superior Polit\u00e9cnica Del Litoral (ESPOL), Guayaquil, Ecuador"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Escuela Superior Polit\u00e9cnica Del Litoral (ESPOL), Guayaquil, Ecuador","institution_ids":["https://openalex.org/I2135383"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007639038","display_name":"Rafael E. Rivadeneira","orcid":"https://orcid.org/0000-0002-5327-2048","observed_orcids":["https://orcid.org/0000-0002-5327-2048"]},"institutions":[{"id":"https://openalex.org/I2135383","display_name":"Escuela Superior Politecnica del Litoral","ror":"https://ror.org/04qenc566","country_code":"EC","type":"education","lineage":["https://openalex.org/I2135383"]}],"countries":["EC"],"is_corresponding":false,"raw_author_name":"Rafael E. Rivadeneira","raw_affiliation_strings":["Escuela Superior Polit\u00e9cnica Del Litoral (ESPOL), Guayaquil, Ecuador"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Escuela Superior Polit\u00e9cnica Del Litoral (ESPOL), Guayaquil, Ecuador","institution_ids":["https://openalex.org/I2135383"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007920462","display_name":"Tammy Schellens","orcid":"https://orcid.org/0000-0002-3615-7347","observed_orcids":["https://orcid.org/0000-0002-3615-7347"]},"institutions":[{"id":"https://openalex.org/I32597200","display_name":"Ghent University","ror":"https://ror.org/00cv9y106","country_code":"BE","type":"education","lineage":["https://openalex.org/I32597200"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Tammy Schellens","raw_affiliation_strings":["Ghent University, Ghent, Belgium"],"raw_orcid":"https://orcid.org/0000-0002-3615-7347","affiliations":[{"raw_affiliation_string":"Ghent University, Ghent, Belgium","institution_ids":["https://openalex.org/I32597200"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5132599355","display_name":"Martin Valcke","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I32597200","display_name":"Ghent University","ror":"https://ror.org/00cv9y106","country_code":"BE","type":"education","lineage":["https://openalex.org/I32597200"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Mart\u00edn Valcke","raw_affiliation_strings":["Ghent University, Ghent, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ghent University, Ghent, Belgium","institution_ids":["https://openalex.org/I32597200"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023703174","display_name":"Mart\u00edn Bustamante-Le\u00f3n","orcid":"https://orcid.org/0000-0002-1815-4986","observed_orcids":["https://orcid.org/0000-0002-1815-4986"]},"institutions":[{"id":"https://openalex.org/I2135383","display_name":"Escuela Superior Politecnica del Litoral","ror":"https://ror.org/04qenc566","country_code":"EC","type":"education","lineage":["https://openalex.org/I2135383"]}],"countries":["EC"],"is_corresponding":true,"raw_author_name":"Mart\u00edn Bustamante-Le\u00f3n","raw_affiliation_strings":["Escuela Superior Polit\u00e9cnica Del Litoral (ESPOL), Guayaquil, Ecuador"],"raw_orcid":"https://orcid.org/0000-0002-1815-4986","affiliations":[{"raw_affiliation_string":"Escuela Superior Polit\u00e9cnica Del Litoral (ESPOL), Guayaquil, Ecuador","institution_ids":["https://openalex.org/I2135383"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5023703174"],"corresponding_institution_ids":["https://openalex.org/I2135383"],"apc_list":{"value":1180,"currency":"USD","value_usd":1180},"apc_paid":{"value":1180,"currency":"USD","value_usd":1180},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"14","issue":null,"first_page":"103981","last_page":"103981"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10068","display_name":"Technology Adoption and User Behaviour","score":0.8163999915122986,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10068","display_name":"Technology Adoption and User Behaviour","score":0.8163999915122986,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T14496","display_name":"Educational Technology and E-Learning","score":0.09549999982118607,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T14182","display_name":"Technology-Enhanced Education Studies","score":0.05849999934434891,"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/higher-education","display_name":"higher education","score":0.746999979019165},{"id":"https://openalex.org/keywords/undergraduate-students","display_name":"undergraduate students","score":0.9010000228881836},{"id":"https://openalex.org/keywords/technology-acceptance-model","display_name":"technology acceptance model","score":0.7900000214576721},{"id":"https://openalex.org/keywords/utaut","display_name":"UTAUT","score":0.9660000205039978},{"id":"https://openalex.org/keywords/perceived-usefulness","display_name":"perceived usefulness","score":0.5569999814033508},{"id":"https://openalex.org/keywords/perceived-ease-of-use","display_name":"perceived ease of use","score":1.0},{"id":"https://openalex.org/keywords/behavioral-intention","display_name":"behavioral intention","score":0.9610000252723694},{"id":"https://openalex.org/keywords/digital-self-efficacy","display_name":"digital self-efficacy","score":0.8730000257492065},{"id":"https://openalex.org/keywords/student-self-regulation","display_name":"student self-regulation","score":0.9980000257492065},{"id":"https://openalex.org/keywords/moodle","display_name":"Moodle","score":0.6830000281333923},{"id":"https://openalex.org/keywords/blackboard","display_name":"Blackboard","score":0.8130000233650208},{"id":"https://openalex.org/keywords/microsoft-teams","display_name":"Microsoft Teams","score":0.8939999938011169},{"id":"https://openalex.org/keywords/google-classroom","display_name":"Google Classroom","score":0.906000018119812},{"id":"https://openalex.org/keywords/moocs","display_name":"MOOCs","score":0.8709999918937683},{"id":"https://openalex.org/keywords/institutional-support","display_name":"institutional support","score":0.8460000157356262}],"concepts":[{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.5289000272750854},{"id":"https://openalex.org/C2778308757","wikidata":"https://www.wikidata.org/wiki/Q23601418","display_name":"Blackboard (design pattern)","level":2,"score":0.48399999737739563},{"id":"https://openalex.org/C170130773","wikidata":"https://www.wikidata.org/wiki/Q216378","display_name":"Usability","level":2,"score":0.4530999958515167},{"id":"https://openalex.org/C109359841","wikidata":"https://www.wikidata.org/wiki/Q728944","display_name":"Inclusion (mineral)","level":2,"score":0.4447000026702881},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4311999976634979},{"id":"https://openalex.org/C178315738","wikidata":"https://www.wikidata.org/wiki/Q603441","display_name":"Bibliometrics","level":2,"score":0.428600013256073},{"id":"https://openalex.org/C189708586","wikidata":"https://www.wikidata.org/wiki/Q1504425","display_name":"Systematic review","level":3,"score":0.421099990606308},{"id":"https://openalex.org/C120912362","wikidata":"https://www.wikidata.org/wiki/Q136822","display_name":"Higher education","level":2,"score":0.4047999978065491},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3986999988555908},{"id":"https://openalex.org/C120936955","wikidata":"https://www.wikidata.org/wiki/Q2155640","display_name":"Empirical research","level":2,"score":0.3659999966621399},{"id":"https://openalex.org/C513874922","wikidata":"https://www.wikidata.org/wiki/Q212805","display_name":"Digital library","level":3,"score":0.3513000011444092},{"id":"https://openalex.org/C191015642","wikidata":"https://www.wikidata.org/wiki/Q1132459","display_name":"Fragmentation (computing)","level":2,"score":0.33000001311302185},{"id":"https://openalex.org/C166052673","wikidata":"https://www.wikidata.org/wiki/Q83021","display_name":"Empirical evidence","level":2,"score":0.319599986076355},{"id":"https://openalex.org/C28719098","wikidata":"https://www.wikidata.org/wiki/Q44946","display_name":"Point (geometry)","level":2,"score":0.2922999858856201},{"id":"https://openalex.org/C207267971","wikidata":"https://www.wikidata.org/wiki/Q120208","display_name":"Emerging technologies","level":2,"score":0.29120001196861267},{"id":"https://openalex.org/C173655357","wikidata":"https://www.wikidata.org/wiki/Q244752","display_name":"Digital divide","level":3,"score":0.2897000014781952},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.28859999775886536},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.28439998626708984},{"id":"https://openalex.org/C3020774429","wikidata":"https://www.wikidata.org/wiki/Q1201886","display_name":"Web of science","level":3,"score":0.2720000147819519},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.26829999685287476}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.ssaho.2026.103981","doi":"https://doi.org/10.1016/j.ssaho.2026.103981","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.ssaho.2026.103981","pdf_url":null,"source":{"id":"https://openalex.org/S4210179183","display_name":"Social Sciences & Humanities Open","issn_l":"2590-2911","issn":["2590-2911"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","jufo-1","norway-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Social Sciences &amp; Humanities Open","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1016/j.ssaho.2026.103981","doi":"https://doi.org/10.1016/j.ssaho.2026.103981","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.ssaho.2026.103981","pdf_url":null,"source":{"id":"https://openalex.org/S4210179183","display_name":"Social Sciences & Humanities Open","issn_l":"2590-2911","issn":["2590-2911"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","jufo-1","norway-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Social Sciences &amp; Humanities Open","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality education","score":0.9235000014305115}],"study_designs":[{"id":"https://openalex.org/study-designs/systematic-review","display_name":"Systematic Review"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":54,"referenced_works":["https://openalex.org/W1721421031","https://openalex.org/W1791587663","https://openalex.org/W1984943529","https://openalex.org/W2081162026","https://openalex.org/W2099697766","https://openalex.org/W2100379340","https://openalex.org/W2108933707","https://openalex.org/W2117424525","https://openalex.org/W2168569455","https://openalex.org/W2190217122","https://openalex.org/W2356613439","https://openalex.org/W2470157874","https://openalex.org/W2579905191","https://openalex.org/W2622629675","https://openalex.org/W2791192301","https://openalex.org/W2791956742","https://openalex.org/W2892936295","https://openalex.org/W2901556928","https://openalex.org/W2902587383","https://openalex.org/W2905811773","https://openalex.org/W2916815049","https://openalex.org/W2949415664","https://openalex.org/W2969786432","https://openalex.org/W2971388941","https://openalex.org/W2991112375","https://openalex.org/W3125976894","https://openalex.org/W3134272585","https://openalex.org/W3163330728","https://openalex.org/W3165214551","https://openalex.org/W3169691847","https://openalex.org/W3194063435","https://openalex.org/W4205109486","https://openalex.org/W4210507373","https://openalex.org/W4235678817","https://openalex.org/W4293382597","https://openalex.org/W4295408927","https://openalex.org/W4297502440","https://openalex.org/W4308317887","https://openalex.org/W4312350125","https://openalex.org/W4312363022","https://openalex.org/W4313225645","https://openalex.org/W4323276424","https://openalex.org/W4376618588","https://openalex.org/W4385837538","https://openalex.org/W4387453448","https://openalex.org/W4391187955","https://openalex.org/W4392155500","https://openalex.org/W4399891320","https://openalex.org/W4402991292","https://openalex.org/W4410392784","https://openalex.org/W4412672574","https://openalex.org/W4415766119","https://openalex.org/W4417422738","https://openalex.org/W7125490572"],"related_works":["https://openalex.org/W7121154354","https://openalex.org/W4406152947","https://openalex.org/W6929174161","https://openalex.org/W7217370776","https://openalex.org/W3194417198","https://openalex.org/W3187812763","https://openalex.org/W4285818647","https://openalex.org/W7133517306","https://openalex.org/W7148461699","https://openalex.org/W7131856799"],"abstract_inverted_index":{"This":[0],"review":[1,10,57],"integrates":[2],"a":[3,7],"bibliometric":[4,54],"analysis":[5],"and":[6,22,39,47,55,87,95,104,114,121,150,161,174,182,205,216],"PRISMA-based":[8],"systematic":[9,56],"to":[11,23],"identify":[12],"the":[13,28,33,48,107,151,210],"factors":[14],"influencing":[15],"undergraduate":[16],"students\u2019":[17],"adoption":[18,45,193],"of":[19,30,36,50,61,124,129,212],"e-learning":[20],"platforms":[21,94],"outline":[24],"research":[25],"gaps,":[26],"including":[27],"fragmentation":[29],"existing":[31],"studies,":[32],"limited":[34,98],"integration":[35],"emerging":[37,176],"psychological":[38],"system-related":[40],"variables":[41,177],"beyond":[42],"traditional":[43],"technology":[44],"models,":[46],"lack":[49],"comprehensive":[51],"syntheses":[52],"combining":[53],"approaches.":[58],"A":[59],"Web":[60],"Science":[62],"search":[63],"(2005\u20132024)":[64],"yielded":[65],"599":[66],"records;":[67],"45":[68],"empirical":[69],"studies":[70,75,166],"met":[71],"inclusion":[72],"criteria.":[73],"Most":[74],"employed":[76],"quantitative,":[77],"cross-sectional":[78,159],"designs.":[79],"Moodle":[80],"(47%),":[81],"Blackboard":[82],"(16%),":[83],"Microsoft":[84],"Teams":[85],"(13%),":[86],"Google":[88],"Classroom":[89],"(11%)":[90],"dominated,":[91],"while":[92],"commercial":[93],"MOOCs":[96],"received":[97],"attention":[99],"(9%).":[100],"TAM,":[101],"UTAUT,":[102],"UTAUT2,":[103],"DOI":[105],"were":[106,126],"most":[108],"common":[109],"theoretical":[110],"models.":[111,194],"PLS-SEM":[112],"(58%)":[113],"CB-SEM":[115],"(27%)":[116],"prevailed":[117],"analytically.":[118],"Perceived":[119],"usefulness":[120],"perceived":[122],"ease":[123],"use":[125],"consistent":[127],"predictors":[128],"behavioral":[130],"intention":[131],"(R":[132],"2":[133],">":[134],"0.60).":[135],"Bibliometric":[136],"trends":[137],"show":[138],"accelerated":[139],"growth":[140],"since":[141],"2020,":[142],"led":[143],"by":[144,208],"China,":[145],"Malaysia,":[146],"Saudi":[147],"Arabia,":[148],"Spain,":[149],"United":[152],"States.":[153],"Key":[154],"limitations":[155],"include":[156],"self-report":[157],"data,":[158,173],"designs,":[160],"reliance":[162],"on":[163],"TAM/UTAUT.":[164],"Future":[165],"should":[167],"adopt":[168],"longitudinal":[169],"methods,":[170],"integrate":[171],"usage-log":[172],"examine":[175],"such":[178],"as":[179],"digital":[180,219],"self-efficacy":[181],"self-regulated":[183],"learning.":[184],"The":[185],"latter":[186],"points":[187],"shift":[188],"away":[189],"from":[190],"outdated":[191],"user":[192],"These":[195],"findings":[196],"also":[197],"provide":[198],"practical":[199],"insights":[200],"for":[201],"higher":[202],"education":[203],"institutions":[204],"platform":[206],"developers":[207],"highlighting":[209],"importance":[211],"usability,":[213],"institutional":[214],"support,":[215],"pedagogically":[217],"integrated":[218],"learning":[220],"environments.":[221]},"counts_by_year":[],"updated_date":"2026-11-11T12:16:26.678958","created_date":"2026-11-10T00:00:00"}
