{"id":"https://openalex.org/W7117419216","doi":"https://doi.org/10.1007/s44163-025-00781-0","title":"Machine learning-driven dynamic matching of industry-education demands and course generation algorithms","display_name":"Machine learning-driven dynamic matching of industry-education demands and course generation algorithms","publication_year":2025,"publication_date":"2025-12-28","ids":{"openalex":"https://openalex.org/W7117419216","doi":"https://doi.org/10.1007/s44163-025-00781-0"},"language":"en","primary_location":{"id":"doi:10.1007/s44163-025-00781-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44163-025-00781-0","pdf_url":null,"source":{"id":"https://openalex.org/S4210220416","display_name":"Discover Artificial Intelligence","issn_l":"2731-0809","issn":["2731-0809"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Discover Artificial Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1007/s44163-025-00781-0","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5121434189","display_name":"Rui Zhu","orcid":null},"institutions":[{"id":"https://openalex.org/I24201400","display_name":"Chengdu University of Information Technology","ror":"https://ror.org/01yxwrh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I24201400"]},{"id":"https://openalex.org/I4210125143","display_name":"Chengdu University","ror":"https://ror.org/034z67559","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210125143"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Rui Zhu","raw_affiliation_strings":["School of Computer Engineering, Chengdu Technological University, Chengdu, 611730, Sichuan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Engineering, Chengdu Technological University, Chengdu, 611730, Sichuan, China","institution_ids":["https://openalex.org/I24201400","https://openalex.org/I4210125143"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5121434189"],"corresponding_institution_ids":["https://openalex.org/I24201400","https://openalex.org/I4210125143"],"apc_list":{"value":1340,"currency":"USD","value_usd":1340},"apc_paid":{"value":1340,"currency":"USD","value_usd":1340},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.74931629,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"6","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11779","display_name":"Higher Education and Employability","score":0.30799999833106995,"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"}},"topics":[{"id":"https://openalex.org/T11779","display_name":"Higher Education and Employability","score":0.30799999833106995,"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"}},{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.06260000169277191,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T13034","display_name":"Information Systems Education and Curriculum Development","score":0.05700000002980232,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/employability","display_name":"Employability","score":0.699999988079071},{"id":"https://openalex.org/keywords/curriculum","display_name":"Curriculum","score":0.5838000178337097},{"id":"https://openalex.org/keywords/matching","display_name":"Matching (statistics)","score":0.5254999995231628},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.44589999318122864},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.40709999203681946},{"id":"https://openalex.org/keywords/bridging","display_name":"Bridging (networking)","score":0.4041000008583069},{"id":"https://openalex.org/keywords/margin","display_name":"Margin (machine learning)","score":0.3361999988555908},{"id":"https://openalex.org/keywords/competence","display_name":"Competence (human resources)","score":0.3091000020503998}],"concepts":[{"id":"https://openalex.org/C15302153","wikidata":"https://www.wikidata.org/wiki/Q470863","display_name":"Employability","level":2,"score":0.699999988079071},{"id":"https://openalex.org/C47177190","wikidata":"https://www.wikidata.org/wiki/Q207137","display_name":"Curriculum","level":2,"score":0.5838000178337097},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5666000247001648},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.5254999995231628},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.44589999318122864},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.42340001463890076},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.40709999203681946},{"id":"https://openalex.org/C174348530","wikidata":"https://www.wikidata.org/wiki/Q188635","display_name":"Bridging (networking)","level":2,"score":0.4041000008583069},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3695000112056732},{"id":"https://openalex.org/C774472","wikidata":"https://www.wikidata.org/wiki/Q6760393","display_name":"Margin (machine learning)","level":2,"score":0.3361999988555908},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3352999985218048},{"id":"https://openalex.org/C81669768","wikidata":"https://www.wikidata.org/wiki/Q2359161","display_name":"Precision and recall","level":2,"score":0.3091000020503998},{"id":"https://openalex.org/C100521375","wikidata":"https://www.wikidata.org/wiki/Q2015382","display_name":"Competence (human resources)","level":2,"score":0.3091000020503998},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.301800012588501},{"id":"https://openalex.org/C2777552389","wikidata":"https://www.wikidata.org/wiki/Q1962728","display_name":"Course (navigation)","level":2,"score":0.3003999888896942},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.3001999855041504},{"id":"https://openalex.org/C110354214","wikidata":"https://www.wikidata.org/wiki/Q6314146","display_name":"Engineering management","level":1,"score":0.2930000126361847},{"id":"https://openalex.org/C2779968149","wikidata":"https://www.wikidata.org/wiki/Q8034851","display_name":"Workforce development","level":3,"score":0.2799000144004822},{"id":"https://openalex.org/C2780504989","wikidata":"https://www.wikidata.org/wiki/Q2742037","display_name":"Dynamic capabilities","level":2,"score":0.2775000035762787},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.2581000030040741},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.2572000026702881},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2565999925136566},{"id":"https://openalex.org/C2780735816","wikidata":"https://www.wikidata.org/wiki/Q28324931","display_name":"Incremental learning","level":2,"score":0.2565000057220459},{"id":"https://openalex.org/C175700187","wikidata":"https://www.wikidata.org/wiki/Q187939","display_name":"Manufacturing","level":2,"score":0.2533000111579895}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s44163-025-00781-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44163-025-00781-0","pdf_url":null,"source":{"id":"https://openalex.org/S4210220416","display_name":"Discover Artificial Intelligence","issn_l":"2731-0809","issn":["2731-0809"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Discover Artificial Intelligence","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:82ca86c0b48f4d79bd8666c46006fbcc","is_oa":true,"landing_page_url":"https://doaj.org/article/82ca86c0b48f4d79bd8666c46006fbcc","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":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Discover Artificial Intelligence, Vol 6, Iss 1, Pp 1-21 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s44163-025-00781-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44163-025-00781-0","pdf_url":null,"source":{"id":"https://openalex.org/S4210220416","display_name":"Discover Artificial Intelligence","issn_l":"2731-0809","issn":["2731-0809"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Discover Artificial Intelligence","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W4210608786","https://openalex.org/W4283830356","https://openalex.org/W4285126502","https://openalex.org/W4293065804","https://openalex.org/W4310803292","https://openalex.org/W4311948008","https://openalex.org/W4386495757","https://openalex.org/W4387500419","https://openalex.org/W4387694976","https://openalex.org/W4391099663","https://openalex.org/W4395031178","https://openalex.org/W4398786906","https://openalex.org/W4399421825","https://openalex.org/W4399452771","https://openalex.org/W4401077157","https://openalex.org/W4401295184","https://openalex.org/W4403001929","https://openalex.org/W4403102965","https://openalex.org/W4404611440","https://openalex.org/W4404823511","https://openalex.org/W4407591976","https://openalex.org/W4411901151","https://openalex.org/W4413344161","https://openalex.org/W4413376828","https://openalex.org/W4413379797"],"related_works":[],"abstract_inverted_index":{"In":[0],"today\u2019s":[1],"fast-paced":[2],"and":[3,15,32,56,74,107,121,128,140,176,183,202,209,226],"technology-driven":[4],"world,":[5],"the":[6,9,16,19,36,79,112,124,187,205,228],"gap":[7],"between":[8,200],"skills":[10],"taught":[11],"in":[12,111,118,185,211],"educational":[13,54,130,215],"institutions":[14],"requirements":[17,52],"of":[18,230],"industry":[20,50,69,145],"has":[21],"become":[22],"a":[23,43,231],"significant":[24],"challenge.":[25],"Industries":[26],"constantly":[27],"evolve,":[28],"demanding":[29],"new":[30,158],"competencies":[31],"up-to-date":[33],"knowledge":[34],"from":[35,63],"workforce.":[37],"This":[38,190],"research":[39],"aims":[40],"to":[41,47,103,147,162],"develop":[42],"machine":[44,91],"learning-driven":[45],"framework":[46,87,206],"dynamically":[48],"match":[49],"skill":[51,81,109,165,188],"with":[53],"curricula":[55],"generate":[57],"adaptive":[58],"course":[59,149,154],"recommendations.":[60],"Data":[61],"collection":[62],"diverse":[64],"sources,":[65],"including":[66],"job":[67,113],"portals,":[68],"reports,":[70],"company":[71],"career":[72,222],"pages,":[73],"labor":[75,234],"market":[76],"analysis,":[77],"captures":[78],"latest":[80],"demands":[82,110,229],"across":[83],"multiple":[84],"sectors.":[85],"The":[86,133,167],"utilizes":[88],"an":[89,152],"advanced":[90],"learning":[92],"Dynamic":[93],"Termite":[94],"Life":[95],"Cycle":[96],"Optimizer-driven":[97],"Euclidean-Support":[98],"Vector":[99],"Machine":[100],"(DTLC-Euclidean":[101],"SVM)":[102],"predict":[104],"both":[105],"current":[106],"emerging":[108],"market.":[114,235],"By":[115],"analyzing":[116],"patterns":[117],"graduate":[119],"skillsets":[120],"employer":[122],"requirements,":[123],"system":[125],"identifies":[126],"gaps":[127],"aligns":[129],"offerings":[131],"accordingly.":[132],"dynamic":[134],"matching":[135],"algorithm":[136],"employs":[137],"similarity":[138],"metrics":[139],"k-Means":[141],"Clustering":[142],"techniques":[143],"map":[144],"needs":[146],"existing":[148],"content,":[150],"while":[151],"automated":[153],"generation":[155],"module":[156],"suggests":[157],"or":[159],"updated":[160],"courses":[161],"address":[163],"identified":[164],"shortages.":[166],"overall":[168],"performance":[169],"accuracy":[170],"(96.8%),":[171],"precision":[172],"(97.6%),":[173],"recall":[174],"(96.2%),":[175],"f1-score":[177],"(97.3%),":[178],"further":[179],"establish":[180],"its":[181],"robustness":[182],"reliability":[184],"bridging":[186],"gap.":[189],"data-driven":[191],"approach":[192],"enables":[193],"continuous":[194],"curriculum":[195],"adaptation,":[196],"fostering":[197],"stronger":[198],"alignment":[199],"academia":[201],"industry.":[203],"Finally,":[204],"supports":[207],"educators":[208],"policymakers":[210],"developing":[212],"responsive,":[213],"targeted":[214],"programs":[216],"that":[217],"prepare":[218],"students":[219],"for":[220],"real-world":[221],"opportunities,":[223],"enhancing":[224],"employability":[225],"addressing":[227],"rapidly":[232],"evolving":[233]},"counts_by_year":[],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-12-28T00:00:00"}