{"id":"https://openalex.org/W7125608766","doi":"https://doi.org/10.1109/metroxraine66377.2025.11340152","title":"Towards Machine Learning-Based Ontology Mapping to Bridge O*NET and ESCO Skills","display_name":"Towards Machine Learning-Based Ontology Mapping to Bridge O*NET and ESCO Skills","publication_year":2025,"publication_date":"2025-10-22","ids":{"openalex":"https://openalex.org/W7125608766","doi":"https://doi.org/10.1109/metroxraine66377.2025.11340152"},"language":null,"primary_location":{"id":"doi:10.1109/metroxraine66377.2025.11340152","is_oa":false,"landing_page_url":"https://doi.org/10.1109/metroxraine66377.2025.11340152","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Metrology for eXtended Reality, Artificial Intelligence and Neural Engineering (MetroXRAINE)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5063863101","display_name":"Sabatina Criscuolo","orcid":"https://orcid.org/0000-0001-7189-1339"},"institutions":[{"id":"https://openalex.org/I4210155236","display_name":"National Research Council","ror":"https://ror.org/04zaypm56","country_code":"IT","type":"nonprofit","lineage":["https://openalex.org/I4210155236"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Sabatina Criscuolo","raw_affiliation_strings":["Institute of Intelligent Industrial Technologies and Systems for Advanced Manufacturing (STIIMA),National Research Council of Italy,Milan,Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Intelligent Industrial Technologies and Systems for Advanced Manufacturing (STIIMA),National Research Council of Italy,Milan,Italy","institution_ids":["https://openalex.org/I4210155236"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000912194","display_name":"Daniele Spoladore","orcid":"https://orcid.org/0000-0002-0527-070X"},"institutions":[{"id":"https://openalex.org/I4210155236","display_name":"National Research Council","ror":"https://ror.org/04zaypm56","country_code":"IT","type":"nonprofit","lineage":["https://openalex.org/I4210155236"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Daniele Spoladore","raw_affiliation_strings":["Institute of Intelligent Industrial Technologies and Systems for Advanced Manufacturing (STIIMA),National Research Council of Italy,Milan,Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Intelligent Industrial Technologies and Systems for Advanced Manufacturing (STIIMA),National Research Council of Italy,Milan,Italy","institution_ids":["https://openalex.org/I4210155236"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072968890","display_name":"Atieh Mahroo","orcid":"https://orcid.org/0000-0002-2962-3661"},"institutions":[{"id":"https://openalex.org/I4210155236","display_name":"National Research Council","ror":"https://ror.org/04zaypm56","country_code":"IT","type":"nonprofit","lineage":["https://openalex.org/I4210155236"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Atieh Mahroo","raw_affiliation_strings":["Institute of Intelligent Industrial Technologies and Systems for Advanced Manufacturing (STIIMA),National Research Council of Italy,Milan,Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Intelligent Industrial Technologies and Systems for Advanced Manufacturing (STIIMA),National Research Council of Italy,Milan,Italy","institution_ids":["https://openalex.org/I4210155236"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5123728390","display_name":"Eleonora Conti","orcid":null},"institutions":[{"id":"https://openalex.org/I122346577","display_name":"University of Modena and Reggio Emilia","ror":"https://ror.org/02d4c4y02","country_code":"IT","type":"education","lineage":["https://openalex.org/I122346577"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Eleonora Conti","raw_affiliation_strings":["University of Modena and Reggio Emilia,Department of Maternal Child and Adult Medical and Surgical Sciences,Reggio,Emilia,Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Modena and Reggio Emilia,Department of Maternal Child and Adult Medical and Surgical Sciences,Reggio,Emilia,Italy","institution_ids":["https://openalex.org/I122346577"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5123759069","display_name":"Barbara Volta","orcid":null},"institutions":[{"id":"https://openalex.org/I122346577","display_name":"University of Modena and Reggio Emilia","ror":"https://ror.org/02d4c4y02","country_code":"IT","type":"education","lineage":["https://openalex.org/I122346577"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Barbara Volta","raw_affiliation_strings":["University of Modena and Reggio Emilia,Department of Maternal Child and Adult Medical and Surgical Sciences,Reggio,Emilia,Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Modena and Reggio Emilia,Department of Maternal Child and Adult Medical and Surgical Sciences,Reggio,Emilia,Italy","institution_ids":["https://openalex.org/I122346577"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006845461","display_name":"Francesco Isgro","orcid":null},"institutions":[{"id":"https://openalex.org/I71267560","display_name":"University of Naples Federico II","ror":"https://ror.org/05290cv24","country_code":"IT","type":"education","lineage":["https://openalex.org/I71267560"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Francesco Isgro","raw_affiliation_strings":["University of Naples Federico II,Dept. of Electrical Engineering and Information Technology (DIETI),Naples,Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Naples Federico II,Dept. of Electrical Engineering and Information Technology (DIETI),Naples,Italy","institution_ids":["https://openalex.org/I71267560"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070660716","display_name":"Pasquale Arpa\u00efa","orcid":"https://orcid.org/0000-0002-5192-5922"},"institutions":[{"id":"https://openalex.org/I71267560","display_name":"University of Naples Federico II","ror":"https://ror.org/05290cv24","country_code":"IT","type":"education","lineage":["https://openalex.org/I71267560"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Pasquale Arpaia","raw_affiliation_strings":["University of Naples Federico II,Dept. of Electrical Engineering and Information Technology (DIETI),Naples,Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Naples Federico II,Dept. of Electrical Engineering and Information Technology (DIETI),Naples,Italy","institution_ids":["https://openalex.org/I71267560"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5123772425","display_name":"Marco Sacco","orcid":null},"institutions":[{"id":"https://openalex.org/I4210155236","display_name":"National Research Council","ror":"https://ror.org/04zaypm56","country_code":"IT","type":"nonprofit","lineage":["https://openalex.org/I4210155236"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Marco Sacco","raw_affiliation_strings":["Institute of Intelligent Industrial Technologies and Systems for Advanced Manufacturing (STIIMA),National Research Council of Italy,Milan,Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Intelligent Industrial Technologies and Systems for Advanced Manufacturing (STIIMA),National Research Council of Italy,Milan,Italy","institution_ids":["https://openalex.org/I4210155236"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"299","last_page":"304"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11514","display_name":"Disability Education and Employment","score":0.2214999943971634,"subfield":{"id":"https://openalex.org/subfields/3311","display_name":"Safety Research"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11514","display_name":"Disability Education and Employment","score":0.2214999943971634,"subfield":{"id":"https://openalex.org/subfields/3311","display_name":"Safety Research"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.06030000001192093,"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/T11631","display_name":"Retirement, Disability, and Employment","score":0.026100000366568565,"subfield":{"id":"https://openalex.org/subfields/3317","display_name":"Demography"},"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/ontology","display_name":"Ontology","score":0.6617000102996826},{"id":"https://openalex.org/keywords/interoperability","display_name":"Interoperability","score":0.6420999765396118},{"id":"https://openalex.org/keywords/terminology","display_name":"Terminology","score":0.6029999852180481},{"id":"https://openalex.org/keywords/matching","display_name":"Matching (statistics)","score":0.5493999719619751},{"id":"https://openalex.org/keywords/workforce","display_name":"Workforce","score":0.4336000084877014},{"id":"https://openalex.org/keywords/taxonomy","display_name":"Taxonomy (biology)","score":0.40619999170303345},{"id":"https://openalex.org/keywords/relevance","display_name":"Relevance (law)","score":0.3894999921321869},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.3862000107765198}],"concepts":[{"id":"https://openalex.org/C25810664","wikidata":"https://www.wikidata.org/wiki/Q44325","display_name":"Ontology","level":2,"score":0.6617000102996826},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.642799973487854},{"id":"https://openalex.org/C20136886","wikidata":"https://www.wikidata.org/wiki/Q749647","display_name":"Interoperability","level":2,"score":0.6420999765396118},{"id":"https://openalex.org/C547195049","wikidata":"https://www.wikidata.org/wiki/Q1725664","display_name":"Terminology","level":2,"score":0.6029999852180481},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.5493999719619751},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.46650001406669617},{"id":"https://openalex.org/C2778139618","wikidata":"https://www.wikidata.org/wiki/Q13440398","display_name":"Workforce","level":2,"score":0.4336000084877014},{"id":"https://openalex.org/C58642233","wikidata":"https://www.wikidata.org/wiki/Q8269924","display_name":"Taxonomy (biology)","level":2,"score":0.40619999170303345},{"id":"https://openalex.org/C158154518","wikidata":"https://www.wikidata.org/wiki/Q7310970","display_name":"Relevance (law)","level":2,"score":0.3894999921321869},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.3862000107765198},{"id":"https://openalex.org/C2778493491","wikidata":"https://www.wikidata.org/wiki/Q7449072","display_name":"Semantic matching","level":3,"score":0.36469998955726624},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.34150001406669617},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3278000056743622},{"id":"https://openalex.org/C98893333","wikidata":"https://www.wikidata.org/wiki/Q4339878","display_name":"Ontology alignment","level":4,"score":0.3230000138282776},{"id":"https://openalex.org/C100776233","wikidata":"https://www.wikidata.org/wiki/Q2532492","display_name":"Bridge (graph theory)","level":2,"score":0.3156000077724457},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.31380000710487366},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.3027999997138977},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.29330000281333923},{"id":"https://openalex.org/C192800085","wikidata":"https://www.wikidata.org/wiki/Q5258530","display_name":"Semantic interoperability","level":3,"score":0.28130000829696655},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2784000039100647},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.26669999957084656},{"id":"https://openalex.org/C2778180026","wikidata":"https://www.wikidata.org/wiki/Q18378163","display_name":"Semantic heterogeneity","level":4,"score":0.26260000467300415},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.26030001044273376},{"id":"https://openalex.org/C2775955345","wikidata":"https://www.wikidata.org/wiki/Q7449071","display_name":"Semantic mapping","level":2,"score":0.25459998846054077},{"id":"https://openalex.org/C110903229","wikidata":"https://www.wikidata.org/wiki/Q7449064","display_name":"Semantic integration","level":4,"score":0.2524999976158142}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/metroxraine66377.2025.11340152","is_oa":false,"landing_page_url":"https://doi.org/10.1109/metroxraine66377.2025.11340152","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Metrology for eXtended Reality, Artificial Intelligence and Neural Engineering (MetroXRAINE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/8","score":0.6708196401596069,"display_name":"Decent work and economic growth"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":7,"referenced_works":["https://openalex.org/W1978225408","https://openalex.org/W2070285512","https://openalex.org/W3144041472","https://openalex.org/W4239025696","https://openalex.org/W4306744165","https://openalex.org/W4377969636","https://openalex.org/W4396844252"],"related_works":[],"abstract_inverted_index":{"In":[0,131],"the":[1,6,15,56,87,115,119,134,144,154,232],"field":[2],"of":[3,39,219,234],"job":[4,19,42,75,98],"ontologies,":[5,161],"interoperability":[7],"between":[8,159,228],"skill":[9,214],"poses":[10],"a":[11,62,92,127,193,217,251],"significant":[12],"challenge":[13],"in":[14,72,114,221],"labor":[16,117,256],"market,":[17,118],"affecting":[18],"matching":[20,38,101],"and":[21,82,112,139,149,156,174,230,249,254],"workforce":[22],"planning.":[23],"This":[24,190],"issue":[25],"is":[26,44,164],"particularly":[27],"relevant":[28],"to":[29,46,67,96,108,123,170,182,197,210,245],"employment":[30,247],"services":[31,248],"for":[32,147],"people":[33],"with":[34,41,70,104],"disabilities,":[35],"where":[36],"accurate":[37],"skills":[40,81,148],"requirements":[43],"essential":[45],"promote":[47],"Return":[48],"To":[49,52],"Work":[50],"(RTW).":[51],"support":[53],"this":[54,132,242],"process,":[55],"Italian":[57,116],"Rientr@":[58,120],"research":[59,243],"project":[60],"developed":[61],"Decision":[63],"Support":[64],"System":[65],"(DSS)":[66],"assist":[68],"individuals":[69],"disabilities":[71],"identifying":[73],"suitable":[74],"opportunities,":[76],"taking":[77],"into":[78],"account":[79],"their":[80],"abilities.":[83],"The":[84],"DSS":[85],"leverages":[86],"Occupational":[88],"Information":[89],"Network":[90],"(O*NET),":[91],"U.S.-based":[93],"occupational":[94,105],"standard,":[95],"assess":[97],"compatibility":[99],"by":[100],"individual":[102],"resources":[103],"demands.":[106],"However,":[107],"ensure":[109],"its":[110],"applicability":[111],"relevance":[113],"ontology":[121,198,240],"needs":[122],"be":[124],"mapped":[125],"onto":[126],"standardized":[128],"European":[129,135],"framework.":[130],"context,":[133],"Skills,":[136],"Competences,":[137],"Qualifications,":[138],"Occupations":[140],"(ESCO)":[141],"serves":[142],"as":[143,167],"reference":[145],"taxonomy":[146],"occupations":[150],"across":[151],"Europe.":[152],"Given":[153],"structural":[155],"semantic":[157,205],"differences":[158],"these":[160,184],"direct":[162],"mapping":[163],"not":[165],"feasible,":[166],"it":[168],"leads":[169],"mismatches,":[171],"missing":[172],"correspondences,":[173],"taxonomic":[175],"inconsistencies.":[176],"Traditional":[177],"rule-based":[178],"approaches":[179],"are":[180],"insufficient":[181],"address":[183],"discrepancies,":[185],"necessitating":[186],"more":[187,252],"adaptive":[188],"solutions.":[189],"study":[191],"proposes":[192],"machine":[194],"learning-based":[195],"approach":[196],"alignment":[199],"using":[200],"word":[201],"embeddings":[202],"techniques.":[203],"A":[204],"similarity":[206],"model":[207],"was":[208],"applied":[209],"over":[211],"49,000":[212],"O*NET-ESCO":[213],"pairs,":[215],"achieving":[216],"precision":[218],"96.8%":[220],"expert-validated":[222],"matches.":[223],"Results":[224],"show":[225],"strong":[226],"agreement":[227],"raters":[229],"confirm":[231],"feasibility":[233],"scalable,":[235],"automated":[236],"alignment.":[237],"By":[238],"improving":[239],"interoperability,":[241],"contributes":[244],"AI-driven":[246],"supports":[250],"inclusive":[253],"accessible":[255],"market.":[257]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-07-17T09:13:05.818461","created_date":"2026-01-25T00:00:00"}
