{"id":"https://openalex.org/W7131100724","doi":"https://doi.org/10.3897/jucs.157024","title":"JobMatcher: Multi-Layer Personalized and Inclusive Job Recommendations","display_name":"JobMatcher: Multi-Layer Personalized and Inclusive Job Recommendations","publication_year":2026,"publication_date":"2026-02-23","ids":{"openalex":"https://openalex.org/W7131100724","doi":"https://doi.org/10.3897/jucs.157024"},"language":"en","primary_location":{"id":"doi:10.3897/jucs.157024","is_oa":true,"landing_page_url":"https://doi.org/10.3897/jucs.157024","pdf_url":null,"source":{"id":"https://openalex.org/S58563349","display_name":"JUCS - Journal of Universal Computer Science","issn_l":"0948-695X","issn":["0948-695X","0948-6968"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310317875","host_organization_name":"Verlag der Technischen Universit\u00e4t Graz","host_organization_lineage":["https://openalex.org/P4310317875"],"host_organization_lineage_names":["Verlag der Technischen Universit\u00e4t Graz"],"type":"journal"},"license":"cc-by-nd","license_id":"https://openalex.org/licenses/cc-by-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"JUCS - Journal of Universal Computer Science","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.3897/jucs.157024","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5010624503","display_name":"Mashael M. Alsulami","orcid":"https://orcid.org/0000-0003-2298-8278"},"institutions":[{"id":"https://openalex.org/I179331831","display_name":"Taif University","ror":"https://ror.org/014g1a453","country_code":"SA","type":"education","lineage":["https://openalex.org/I179331831"]}],"countries":["SA"],"is_corresponding":true,"raw_author_name":"Mashael M. Alsulami","raw_affiliation_strings":["Taif University, Taif, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0003-2298-8278","affiliations":[{"raw_affiliation_string":"Taif University, Taif, Saudi Arabia","institution_ids":["https://openalex.org/I179331831"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067988533","display_name":"Kholoud Althobaiti","orcid":"https://orcid.org/0000-0002-7299-7095"},"institutions":[{"id":"https://openalex.org/I179331831","display_name":"Taif University","ror":"https://ror.org/014g1a453","country_code":"SA","type":"education","lineage":["https://openalex.org/I179331831"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Kholoud Althobaiti","raw_affiliation_strings":["Taif University, Taif, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0002-7299-7095","affiliations":[{"raw_affiliation_string":"Taif University, Taif, Saudi Arabia","institution_ids":["https://openalex.org/I179331831"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5016097715","display_name":"Haneen Algethami","orcid":"https://orcid.org/0000-0002-7582-4480"},"institutions":[{"id":"https://openalex.org/I179331831","display_name":"Taif University","ror":"https://ror.org/014g1a453","country_code":"SA","type":"education","lineage":["https://openalex.org/I179331831"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Haneen Algethami","raw_affiliation_strings":["Taif University, Taif, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0002-7582-4480","affiliations":[{"raw_affiliation_string":"Taif University, Taif, Saudi Arabia","institution_ids":["https://openalex.org/I179331831"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5010624503"],"corresponding_institution_ids":["https://openalex.org/I179331831"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.32429546,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"32","issue":"2","first_page":"286","last_page":"302"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.27709999680519104,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.27709999680519104,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.10909999907016754,"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/T10028","display_name":"Topic Modeling","score":0.05209999904036522,"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/cosine-similarity","display_name":"Cosine similarity","score":0.6122999787330627},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.6111000180244446},{"id":"https://openalex.org/keywords/seniority","display_name":"Seniority","score":0.6025000214576721},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.5742999911308289},{"id":"https://openalex.org/keywords/matching","display_name":"Matching (statistics)","score":0.5552999973297119},{"id":"https://openalex.org/keywords/relevance","display_name":"Relevance (law)","score":0.5375000238418579},{"id":"https://openalex.org/keywords/collaborative-filtering","display_name":"Collaborative filtering","score":0.5174000263214111},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.4429999887943268}],"concepts":[{"id":"https://openalex.org/C2780762811","wikidata":"https://www.wikidata.org/wiki/Q1784941","display_name":"Cosine similarity","level":3,"score":0.6122999787330627},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.6111000180244446},{"id":"https://openalex.org/C2780783599","wikidata":"https://www.wikidata.org/wiki/Q1931779","display_name":"Seniority","level":2,"score":0.6025000214576721},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5835000276565552},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.5742999911308289},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.5552999973297119},{"id":"https://openalex.org/C158154518","wikidata":"https://www.wikidata.org/wiki/Q7310970","display_name":"Relevance (law)","level":2,"score":0.5375000238418579},{"id":"https://openalex.org/C21569690","wikidata":"https://www.wikidata.org/wiki/Q94702","display_name":"Collaborative filtering","level":3,"score":0.5174000263214111},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.4429999887943268},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.3928999900817871},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.383899986743927},{"id":"https://openalex.org/C58346731","wikidata":"https://www.wikidata.org/wiki/Q627339","display_name":"Job analysis","level":3,"score":0.3822999894618988},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.3808000087738037},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3393999934196472},{"id":"https://openalex.org/C2778476105","wikidata":"https://www.wikidata.org/wiki/Q628539","display_name":"Workload","level":2,"score":0.3368000090122223},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3361000120639801},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3212999999523163},{"id":"https://openalex.org/C2776587543","wikidata":"https://www.wikidata.org/wiki/Q850171","display_name":"Job interview","level":2,"score":0.3138999938964844},{"id":"https://openalex.org/C58328972","wikidata":"https://www.wikidata.org/wiki/Q184609","display_name":"Expert system","level":2,"score":0.3093000054359436},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.28119999170303345},{"id":"https://openalex.org/C2776621616","wikidata":"https://www.wikidata.org/wiki/Q627365","display_name":"Job evaluation","level":4,"score":0.27799999713897705},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.2703999876976013},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2694000005722046},{"id":"https://openalex.org/C174954385","wikidata":"https://www.wikidata.org/wiki/Q6206740","display_name":"Job performance","level":3,"score":0.25099998712539673}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3897/jucs.157024","is_oa":true,"landing_page_url":"https://doi.org/10.3897/jucs.157024","pdf_url":null,"source":{"id":"https://openalex.org/S58563349","display_name":"JUCS - Journal of Universal Computer Science","issn_l":"0948-695X","issn":["0948-695X","0948-6968"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310317875","host_organization_name":"Verlag der Technischen Universit\u00e4t Graz","host_organization_lineage":["https://openalex.org/P4310317875"],"host_organization_lineage_names":["Verlag der Technischen Universit\u00e4t Graz"],"type":"journal"},"license":"cc-by-nd","license_id":"https://openalex.org/licenses/cc-by-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"JUCS - Journal of Universal Computer Science","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:fb672e683fd84846a4ad9c7612e74851","is_oa":false,"landing_page_url":"https://doaj.org/article/fb672e683fd84846a4ad9c7612e74851","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Universal Computer Science, Vol 32, Iss 2, Pp 286-302 (2026)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3897/jucs.157024","is_oa":true,"landing_page_url":"https://doi.org/10.3897/jucs.157024","pdf_url":null,"source":{"id":"https://openalex.org/S58563349","display_name":"JUCS - Journal of Universal Computer Science","issn_l":"0948-695X","issn":["0948-695X","0948-6968"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310317875","host_organization_name":"Verlag der Technischen Universit\u00e4t Graz","host_organization_lineage":["https://openalex.org/P4310317875"],"host_organization_lineage_names":["Verlag der Technischen Universit\u00e4t Graz"],"type":"journal"},"license":"cc-by-nd","license_id":"https://openalex.org/licenses/cc-by-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"JUCS - Journal of Universal Computer Science","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.5201821327209473,"id":"https://metadata.un.org/sdg/8","display_name":"Decent work and economic growth"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Job":[0],"recommendation":[1,45],"systems":[2,23],"play":[3],"a":[4,43,49,115,160],"critical":[5],"role":[6],"in":[7,34],"matching":[8],"individuals":[9],"with":[10,58,77,118,143,155],"relevant":[11],"career":[12,107],"opportunities":[13],"based":[14,60,102],"on":[15,103],"their":[16],"skills":[17],"and":[18,28,55,69,82,106,111,122],"experiences.":[19],"However,":[20],"many":[21],"existing":[22],"struggle":[24],"to":[25,32,93,135],"balance":[26],"precision":[27],"contextual":[29,86],"relevance,":[30],"leading":[31],"mismatches":[33],"job":[35,74,166],"recommendations.":[36],"In":[37,114],"this":[38],"paper":[39],"we":[40],"introduce":[41],"JobMatcher,":[42],"multilayered":[44],"system":[46],"that":[47],"integrates":[48],"well":[50],"established":[51],"technique,":[52],"cosine":[53],"similarity":[54],"KNN":[56,138],"clustering":[57,72],"ChatGPT":[59],"evaluation.":[61],"Initial":[62],"recommendations":[63,101],"are":[64],"generated":[65],"through":[66],"content-based":[67],"filtering":[68,154],"refined":[70],"via":[71],"similar":[73],"descriptions":[75],"aligned":[76],"user":[78,116,124],"profiles":[79],"by":[80],"seniority":[81],"trajectory.":[83],"To":[84],"enhance":[85],"accuracy,":[87],"GPT":[88],"3.5":[89],"turbo":[90],"was":[91],"prompted":[92],"act":[94],"as":[95],"an":[96],"expert":[97],"evaluator,":[98],"scoring":[99],"top":[100],"skill":[104],"relevance":[105],"fit":[108],"using":[109],"structured":[110],"unbiased":[112],"prompts.":[113],"study":[117],"seven":[119],"domain":[120],"experts":[121],"ten":[123],"profiles,":[125],"system-selected":[126],"jobs":[127],"scored":[128],"significantly":[129],"higher":[130],"(mean":[131],"=":[132,141,149],"3.43":[133],"compared":[134],"2.99":[136],"for":[137,164],"clustering,":[139],"p":[140],"0.0035),":[142],"moderate":[144],"inter-rater":[145],"agreement":[146],"(Kendall&amp;rsquo;s":[147],"W":[148],"0.417).":[150],"JobMatcher":[151],"bridges":[152],"algorithmic":[153],"human":[156],"like":[157],"evaluation,":[158],"offering":[159],"scalable,":[161],"intelligent":[162],"solution":[163],"improved":[165],"matching.":[167]},"counts_by_year":[],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2026-02-24T00:00:00"}
