{"id":"https://openalex.org/W4410987750","doi":"https://doi.org/10.1109/educon62633.2025.11016399","title":"Mapping of Educational Course Descriptions to ESCO Competences Using Large Language Models","display_name":"Mapping of Educational Course Descriptions to ESCO Competences Using Large Language Models","publication_year":2025,"publication_date":"2025-04-22","ids":{"openalex":"https://openalex.org/W4410987750","doi":"https://doi.org/10.1109/educon62633.2025.11016399"},"language":"en","primary_location":{"id":"doi:10.1109/educon62633.2025.11016399","is_oa":false,"landing_page_url":"https://doi.org/10.1109/educon62633.2025.11016399","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE Global Engineering Education Conference (EDUCON)","raw_type":"proceedings-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/A5117813306","display_name":"Artur C. Rom\u00e3o","orcid":null},"institutions":[{"id":"https://openalex.org/I60858718","display_name":"University of Aveiro","ror":"https://ror.org/00nt41z93","country_code":"PT","type":"education","lineage":["https://openalex.org/I60858718"]}],"countries":["PT"],"is_corresponding":true,"raw_author_name":"Artur C. Rom\u00e3o","raw_affiliation_strings":["University of Aveiro,DETI,Aveiro,Portugal"],"affiliations":[{"raw_affiliation_string":"University of Aveiro,DETI,Aveiro,Portugal","institution_ids":["https://openalex.org/I60858718"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021622689","display_name":"Fabianne Ribeiro","orcid":"https://orcid.org/0000-0002-0300-9196"},"institutions":[{"id":"https://openalex.org/I60858718","display_name":"University of Aveiro","ror":"https://ror.org/00nt41z93","country_code":"PT","type":"education","lineage":["https://openalex.org/I60858718"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Fabianne Ribeiro","raw_affiliation_strings":["University of Aveiro,IEETA / DETI,Aveiro,Portugal"],"affiliations":[{"raw_affiliation_string":"University of Aveiro,IEETA / DETI,Aveiro,Portugal","institution_ids":["https://openalex.org/I60858718"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069977121","display_name":"L\u00facia M. Sousa","orcid":"https://orcid.org/0009-0002-7989-9778"},"institutions":[{"id":"https://openalex.org/I60858718","display_name":"University of Aveiro","ror":"https://ror.org/00nt41z93","country_code":"PT","type":"education","lineage":["https://openalex.org/I60858718"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"L\u00facia M. Sousa","raw_affiliation_strings":["University of Aveiro,IEETA / DETI,Aveiro,Portugal"],"affiliations":[{"raw_affiliation_string":"University of Aveiro,IEETA / DETI,Aveiro,Portugal","institution_ids":["https://openalex.org/I60858718"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5043337599","display_name":"Ant\u00f3nio J. R. Neves","orcid":"https://orcid.org/0000-0001-5433-6667"},"institutions":[{"id":"https://openalex.org/I60858718","display_name":"University of Aveiro","ror":"https://ror.org/00nt41z93","country_code":"PT","type":"education","lineage":["https://openalex.org/I60858718"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Ant\u00f3nio J. R. Neves","raw_affiliation_strings":["University of Aveiro,IEETA / DETI,Aveiro,Portugal"],"affiliations":[{"raw_affiliation_string":"University of Aveiro,IEETA / DETI,Aveiro,Portugal","institution_ids":["https://openalex.org/I60858718"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5117813306"],"corresponding_institution_ids":["https://openalex.org/I60858718"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.17162876,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14025","display_name":"Educational Technology and Assessment","score":0.8841000199317932,"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/T14025","display_name":"Educational Technology and Assessment","score":0.8841000199317932,"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/T10181","display_name":"Natural Language Processing Techniques","score":0.7965999841690063,"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/T12884","display_name":"Educational Assessment and Pedagogy","score":0.795199990272522,"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/course","display_name":"Course (navigation)","score":0.780212938785553},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.683326005935669},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.41810745000839233},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.3997853398323059},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.13360586762428284},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11649224162101746}],"concepts":[{"id":"https://openalex.org/C2777552389","wikidata":"https://www.wikidata.org/wiki/Q1962728","display_name":"Course (navigation)","level":2,"score":0.780212938785553},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.683326005935669},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.41810745000839233},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.3997853398323059},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.13360586762428284},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11649224162101746},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/educon62633.2025.11016399","is_oa":false,"landing_page_url":"https://doi.org/10.1109/educon62633.2025.11016399","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE Global Engineering Education Conference (EDUCON)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3841805449","display_name":null,"funder_award_id":"C645112083-00000059","funder_id":"https://openalex.org/F7311471023","funder_display_name":"NextGenerationEU"}],"funders":[{"id":"https://openalex.org/F4320310000","display_name":"Universidade de Aveiro","ror":"https://ror.org/00nt41z93"},{"id":"https://openalex.org/F7311471023","display_name":"NextGenerationEU","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":1,"referenced_works":["https://openalex.org/W4401113745"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W4318717247","https://openalex.org/W2267656092","https://openalex.org/W2317874921","https://openalex.org/W2736755255","https://openalex.org/W4362648715","https://openalex.org/W2009385780","https://openalex.org/W3082623308"],"abstract_inverted_index":{"The":[0,211],"business":[1],"sector":[2],"currently":[3],"faces":[4],"a":[5,28,56,87,109,155,173,239,249,263],"challenge":[6],"in":[7,136,202,228,253],"linking":[8],"the":[9,15,22,50,59,73,101,143,148,166,180,194,207,243,268],"descriptions":[10,119,205,231],"of":[11,24,62,103,113,141,214,242,270],"training":[12],"offers":[13,36,262],"with":[14,147,154,165,187],"actual":[16],"skills":[17,244,269],"acquired":[18],"by":[19],"participants":[20],"at":[21],"time":[23],"its":[25,200],"completion,":[26],"posing":[27],"barrier":[29],"for":[30,76,176],"both":[31],"workers":[32],"when":[33,39],"choosing":[34],"job":[35],"and":[37,66,79,91,97,120,158,163,169,196,222,256],"companies":[38],"selecting":[40],"candidates":[41],"based":[42,150],"on":[43,151,199],"their":[44],"skills.":[45],"To":[46,178],"address":[47],"this":[48,104,137,215],"issue,":[49],"European":[51,63],"Union":[52],"recently":[53],"made":[54],"available":[55],"database":[57],"containing":[58],"multilingual":[60],"taxonomy":[61,84],"Qualifications,":[64],"Competences,":[65],"Occupations":[67],"(ESCO),":[68],"which":[69,272],"aims":[70],"to":[71,107,123,134,206,218,232,266],"be":[72],"fundamental":[74],"reference":[75],"professional":[77],"integration":[78],"mobility":[80],"within":[81],"Europe.":[82],"This":[83],"works":[85],"as":[86],"dictionary":[88],"that":[89,161],"categorizes":[90],"describes":[92],"more":[93],"than":[94],"3000":[95],"occupations":[96],"13,900":[98],"competences.":[99,210],"Consequently,":[100],"objective":[102],"research":[105],"was":[106,185],"develop":[108],"computational":[110],"system":[111,149,216],"capable":[112],"processing":[114],"educational":[115],"information":[116],"from":[117,248],"course":[118,204,230],"mapping":[121,203,229],"it":[122,226,237,261],"ESCO":[124,167,209,233],"competencies.":[125,234],"Large":[126],"Language":[127],"Models":[128],"(LLMs),":[129],"specifically":[130],"GPT-4,":[131],"were":[132],"used":[133],"assist":[135],"task.":[138],"In":[139],"terms":[140],"implementation,":[142],"user":[144],"can":[145],"interact":[146],"an":[152,159,183],"interface":[153],"chat-like":[156],"appearance":[157],"API":[160,168],"integrates":[162],"communicates":[164],"GPT-4":[170],"through":[171],"Flowise,":[172],"workflow":[174],"framework":[175],"LLMs.":[177],"validate":[179],"system's":[181],"effectiveness,":[182],"experiment":[184],"conducted":[186],"professors":[188],"coordinating":[189],"various":[190],"courses.":[191],"They":[192],"tested":[193],"platform":[195],"provided":[197],"feedback":[198],"performance":[201],"appropriate":[208],"ultimate":[212],"goal":[213],"is":[217],"benefit":[219],"universities,":[220,225],"students,":[221,236],"companies.":[223],"For":[224,235,259],"assists":[227],"provides":[238],"clearer":[240],"understanding":[241],"they":[245],"will":[246],"gain":[247],"specific":[250],"course,":[251],"assisting":[252],"career":[254],"planning":[255],"personal":[257],"development.":[258],"companies,":[260],"reliable":[264],"way":[265],"assess":[267],"graduates,":[271],"improves":[273],"hiring":[274],"decisions.":[275]},"counts_by_year":[],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}
