{"id":"https://openalex.org/W2883201453","doi":"https://doi.org/10.1080/0144929x.2018.1496276","title":"Competence-based recommender systems: a systematic literature review","display_name":"Competence-based recommender systems: a systematic literature review","publication_year":2018,"publication_date":"2018-07-12","ids":{"openalex":"https://openalex.org/W2883201453","doi":"https://doi.org/10.1080/0144929x.2018.1496276","mag":"2883201453"},"language":"en","primary_location":{"id":"doi:10.1080/0144929x.2018.1496276","is_oa":false,"landing_page_url":"https://doi.org/10.1080/0144929x.2018.1496276","pdf_url":null,"source":{"id":"https://openalex.org/S123849098","display_name":"Behaviour and Information Technology","issn_l":"0144-929X","issn":["0144-929X","1362-3001"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Behaviour & Information Technology","raw_type":"journal-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/A5088956900","display_name":"H\u00e9ctor Yago Corral","orcid":"https://orcid.org/0000-0002-2862-1509"},"institutions":[{"id":"https://openalex.org/I189268942","display_name":"Universidad de Alcal\u00e1","ror":"https://ror.org/04pmn0e78","country_code":"ES","type":"education","lineage":["https://openalex.org/I189268942"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Hector Yago","raw_affiliation_strings":["Computer Engineering, University of Alcala, Alcal\u00e1 de Henares, Madrid, Spain","Computer Science Department, Universidad de Alcala, Alcal\u00e1 de Henares, Madrid, Spain"],"affiliations":[{"raw_affiliation_string":"Computer Engineering, University of Alcala, Alcal\u00e1 de Henares, Madrid, Spain","institution_ids":["https://openalex.org/I189268942"]},{"raw_affiliation_string":"Computer Science Department, Universidad de Alcala, Alcal\u00e1 de Henares, Madrid, Spain","institution_ids":["https://openalex.org/I189268942"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034706552","display_name":"Julia Clemente","orcid":"https://orcid.org/0000-0001-8821-4086"},"institutions":[{"id":"https://openalex.org/I189268942","display_name":"Universidad de Alcal\u00e1","ror":"https://ror.org/04pmn0e78","country_code":"ES","type":"education","lineage":["https://openalex.org/I189268942"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Julia Clemente","raw_affiliation_strings":["Computer Engineering, University of Alcala, Alcal\u00e1 de Henares, Madrid, Spain"],"affiliations":[{"raw_affiliation_string":"Computer Engineering, University of Alcala, Alcal\u00e1 de Henares, Madrid, Spain","institution_ids":["https://openalex.org/I189268942"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5033472437","display_name":"Daniel Rodr\u00edguez","orcid":"https://orcid.org/0000-0002-2887-0185"},"institutions":[{"id":"https://openalex.org/I189268942","display_name":"Universidad de Alcal\u00e1","ror":"https://ror.org/04pmn0e78","country_code":"ES","type":"education","lineage":["https://openalex.org/I189268942"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Daniel Rodriguez","raw_affiliation_strings":["Computer Science Department, Universidad de Alcala, Alcal\u00e1 de Henares, Madrid, Spain"],"affiliations":[{"raw_affiliation_string":"Computer Science Department, Universidad de Alcala, Alcal\u00e1 de Henares, Madrid, Spain","institution_ids":["https://openalex.org/I189268942"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5088956900"],"corresponding_institution_ids":["https://openalex.org/I189268942"],"apc_list":null,"apc_paid":null,"fwci":4.7123,"has_fulltext":false,"cited_by_count":24,"citation_normalized_percentile":{"value":0.95504773,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":"37","issue":"10-11","first_page":"958","last_page":"977"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9545000195503235,"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"}},"topics":[{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9545000195503235,"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/T10636","display_name":"Innovative Teaching and Learning Methods","score":0.9427000284194946,"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"}},{"id":"https://openalex.org/T13844","display_name":"Higher Education Learning Practices","score":0.9388999938964844,"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/recommender-system","display_name":"Recommender system","score":0.7908153533935547},{"id":"https://openalex.org/keywords/competence","display_name":"Competence (human resources)","score":0.713291585445404},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6604878902435303},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.5755271911621094},{"id":"https://openalex.org/keywords/flexibility","display_name":"Flexibility (engineering)","score":0.42562809586524963},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.33840757608413696},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.2568662166595459},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.2061309814453125},{"id":"https://openalex.org/keywords/management","display_name":"Management","score":0.08707237243652344}],"concepts":[{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.7908153533935547},{"id":"https://openalex.org/C100521375","wikidata":"https://www.wikidata.org/wiki/Q2015382","display_name":"Competence (human resources)","level":2,"score":0.713291585445404},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6604878902435303},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.5755271911621094},{"id":"https://openalex.org/C2780598303","wikidata":"https://www.wikidata.org/wiki/Q65921492","display_name":"Flexibility (engineering)","level":2,"score":0.42562809586524963},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.33840757608413696},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.2568662166595459},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.2061309814453125},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.08707237243652344},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"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":2,"locations":[{"id":"doi:10.1080/0144929x.2018.1496276","is_oa":false,"landing_page_url":"https://doi.org/10.1080/0144929x.2018.1496276","pdf_url":null,"source":{"id":"https://openalex.org/S123849098","display_name":"Behaviour and Information Technology","issn_l":"0144-929X","issn":["0144-929X","1362-3001"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Behaviour & Information Technology","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:taf:tbitxx:v:37:y:2018:i:10-11:p:958-977","is_oa":false,"landing_page_url":"http://hdl.handle.net/10.1080/0144929X.2018.1496276","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"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":"article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.5899999737739563}],"awards":[{"id":"https://openalex.org/G8072944885","display_name":null,"funder_award_id":"30400M000.541.A 640.06","funder_id":"https://openalex.org/F4320323755","funder_display_name":"Universidad de Alcal\u00e1"}],"funders":[{"id":"https://openalex.org/F4320323755","display_name":"Universidad de Alcal\u00e1","ror":"https://ror.org/04pmn0e78"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":63,"referenced_works":["https://openalex.org/W13308009","https://openalex.org/W82029235","https://openalex.org/W114766247","https://openalex.org/W123875598","https://openalex.org/W143562721","https://openalex.org/W187376118","https://openalex.org/W281665770","https://openalex.org/W1486317198","https://openalex.org/W1505292056","https://openalex.org/W1510348757","https://openalex.org/W1563631474","https://openalex.org/W1587193948","https://openalex.org/W1593182748","https://openalex.org/W1645389105","https://openalex.org/W1679222180","https://openalex.org/W1855323143","https://openalex.org/W1969566388","https://openalex.org/W1971991854","https://openalex.org/W1980110184","https://openalex.org/W1991193647","https://openalex.org/W1995732750","https://openalex.org/W1999833591","https://openalex.org/W2015736603","https://openalex.org/W2037845791","https://openalex.org/W2052100958","https://openalex.org/W2052421337","https://openalex.org/W2062168656","https://openalex.org/W2080591317","https://openalex.org/W2100235918","https://openalex.org/W2126989027","https://openalex.org/W2128070164","https://openalex.org/W2137079713","https://openalex.org/W2150248246","https://openalex.org/W2159399759","https://openalex.org/W2166708723","https://openalex.org/W2187966499","https://openalex.org/W2199058847","https://openalex.org/W2206314357","https://openalex.org/W2241178089","https://openalex.org/W2273621210","https://openalex.org/W2285723775","https://openalex.org/W2292838411","https://openalex.org/W2338877872","https://openalex.org/W2339790323","https://openalex.org/W2403224263","https://openalex.org/W2404785734","https://openalex.org/W2485640512","https://openalex.org/W2492036884","https://openalex.org/W2555166950","https://openalex.org/W2573301978","https://openalex.org/W2578339839","https://openalex.org/W2579393094","https://openalex.org/W2593380430","https://openalex.org/W2614340058","https://openalex.org/W2726396866","https://openalex.org/W2728503020","https://openalex.org/W2731642277","https://openalex.org/W2735256314","https://openalex.org/W2789882507","https://openalex.org/W3011094995","https://openalex.org/W3175677112","https://openalex.org/W4238974280","https://openalex.org/W4292003697"],"related_works":["https://openalex.org/W4390273403","https://openalex.org/W4386781444","https://openalex.org/W2150182025","https://openalex.org/W3092950680","https://openalex.org/W3197542405","https://openalex.org/W2056712470","https://openalex.org/W3125580266","https://openalex.org/W4288390103","https://openalex.org/W4317039510","https://openalex.org/W4238861846"],"abstract_inverted_index":{"Competence-based":[0],"learning":[1,41,51,116],"is":[2,64,147],"increasingly":[3],"widespread":[4],"in":[5,79,108,132],"many":[6],"institutions":[7],"since":[8],"it":[9],"provides":[10],"flexibility,":[11],"facilitates":[12],"the":[13,17,25,31,54,128,137,173],"self-learning":[14],"and":[15,19,84,96,135,154,180],"brings":[16],"academic":[18],"professional":[20],"worlds":[21],"closer":[22],"together.":[23],"Thus,":[24],"competence-based":[26,74,111],"recommender":[27,75,112,178],"systems":[28,76,113,179],"emerged":[29],"taking":[30],"advantages":[32],"of":[33,39,44,49,61,86,130,144],"competences":[34,87,131],"to":[35,53,65,77,81,115,123,150,160,177],"offer":[36],"suggestions":[37],"(performance":[38],"a":[40,50,67,102,141],"experience,":[42],"assistance":[43],"an":[45,88],"expert":[46],"or":[47,57,117],"recommendation":[48],"resource)":[52],"user":[55],"(learner":[56],"instructor).":[58],"The":[59],"objective":[60],"this":[62],"work":[63],"conduct":[66],"new":[68],"Systematic":[69],"Literature":[70],"Review":[71],"(SLR)":[72],"concerning":[73,182],"analyse":[78],"relation":[80],"their":[82,152],"nature":[83],"assessment":[85],"others":[89],"key":[90],"factors":[91],"that":[92],"provide":[93],"more":[94],"flexible":[95],"exhaustive":[97],"recommendations.":[98],"To":[99],"do":[100],"so,":[101],"SLR":[103],"research":[104,158],"methodology":[105],"was":[106],"followed":[107],"which":[109],"25":[110],"related":[114,176],"instruction":[118],"environments":[119],"were":[120],"classified":[121],"according":[122],"multiple":[124],"criteria.":[125],"We":[126],"evaluate":[127],"role":[129],"these":[133],"proposals":[134,146],"enumerate":[136],"emerging":[138,184],"challenges.":[139,185],"Also":[140],"critical":[142],"analysis":[143],"current":[145],"carried":[148],"out":[149],"determine":[151],"strengths":[153],"weakness.":[155],"Finally,":[156],"future":[157],"paths":[159],"be":[161],"explored":[162],"are":[163],"grouped":[164],"around":[165],"two":[166],"main":[167],"axes":[168],"closely":[169],"interlinked;":[170],"first":[171],"about":[172],"typical":[174],"challenges":[175],"second,":[181],"ambitious":[183]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":8},{"year":2020,"cited_by_count":4}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}