{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,9,16]],"date-time":"2025-09-16T17:20:40Z","timestamp":1758043240443,"version":"3.44.0"},"reference-count":33,"publisher":"Frontiers Media SA","license":[{"start":{"date-parts":[[2025,9,12]],"date-time":"2025-09-12T00:00:00Z","timestamp":1757635200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["frontiersin.org"],"crossmark-restriction":true},"short-container-title":["Front. Artif. Intell."],"abstract":"<jats:p>In China, there is a structural mismatch between the job market and student employment, characterized by \u201cunfilled jobs\u201d and \u201cunqualified candidates,\u201d particularly between the industrial engineering (IE) profession and the healthcare services sector. Expertise graphs are designed to identify the logical connections between academic disciplines and job market needs, linking students\u2019 knowledge and skills with job requirements. This approach provides a systematic and visual alignment between students\u2019 learning outcomes and job market demands, addressing the mismatch. However, current expertise graphs have not effectively captured the intrinsic connection between students\u2019 learning abilities and healthcare job market demands. Additionally, research on intelligent matching and the construction of knowledge graphs for IE remains limited. This study aims to bridge this gap and alleviate the structural mismatch between the healthcare job market and student employment in China. First, an expertise graph for IE is developed, covering both expertise and healthcare job requirements. A multi-layer fusion information extraction model, combining BERT, BiLSTM, and GCN, is then proposed for knowledge extraction. An employment matching algorithm is introduced to extract healthcare job titles and requirements from the knowledge graph, calculate similarity with students\u2019 overall ability scores, and recommend suitable positions. Finally, a case study demonstrates that the algorithm accurately analyzes students\u2019 ability scores and successfully matches IE majors with relevant healthcare job positions, validating its effectiveness. This study aims to mitigate the structural mismatch between the healthcare job market and student employment, providing high-quality IE talent to medical services, which has significant scientific and practical value.<\/jats:p>","DOI":"10.3389\/frai.2025.1650095","type":"journal-article","created":{"date-parts":[[2025,9,12]],"date-time":"2025-09-12T05:38:42Z","timestamp":1757655522000},"update-policy":"https:\/\/doi.org\/10.3389\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["Research on intelligent matching of students\u2019 learning ability and healthcare job market demand based on industrial engineering expertise graph"],"prefix":"10.3389","volume":"8","author":[{"given":"Yan","family":"Xiao","sequence":"first","affiliation":[]},{"given":"Lingtao","family":"Zeng","sequence":"additional","affiliation":[]},{"given":"Jie","family":"Yang","sequence":"additional","affiliation":[]},{"given":"Mini Han","family":"Wang","sequence":"additional","affiliation":[]},{"given":"Zhiyuan","family":"Lin","sequence":"additional","affiliation":[]},{"given":"Wei","family":"Li","sequence":"additional","affiliation":[]}],"member":"1965","published-online":{"date-parts":[[2025,9,12]]},"reference":[{"key":"ref1","first-page":"54","article-title":"Exploration and research on the construction of knowledge graph-enabled curriculum system\u2014taking signal and information processing courses as an example","volume":"11","author":"Caili","year":"2024","journal-title":"China Univ. Teach."},{"key":"ref2","author":"Cheng","year":"2024"},{"key":"ref3","first-page":"79","article-title":"Exploration of construction model for industry-education integration curriculum system based on knowledge graph","volume":"2","author":"Guofu","year":"2024","journal-title":"Res. Higher Eng. Educ."},{"key":"ref4","first-page":"123","article-title":"Construction of knowledge graph for the online course in colleges and universities based on intelligent education\u2014a case study on Chinese medical history","volume":"2","author":"Hongwei","year":"2021","journal-title":"China Educ. Technol."},{"key":"ref5","doi-asserted-by":"publisher","first-page":"123","DOI":"10.13266\/j.issn.0252-3116.2024.18.012","article-title":"Analysis of the multi-angle matching between ESI selected research frontiers and university academic directions: a case study of environmental\/ecological disciplines at D university","volume":"68","author":"Jian","year":"2024","journal-title":"Lib. Inf. Ser."},{"key":"ref6","first-page":"76","article-title":"Evolution and educational application of discipline knowledge graph driven by multimodal large model","volume":"33","author":"Jianghua","year":"2023","journal-title":"Mod. Educ. Technol."},{"key":"ref7","first-page":"71","article-title":"Research on the matching degree of higher vocational students' employability and employers\u2019 expectations in the era of industry 4.0\u2014an empirical analysis based on the difference between supply and demand of employability","volume":"28","author":"Jianqiang","year":"2023","journal-title":"Chin. Vocat. Tech. Educ."},{"key":"ref8","doi-asserted-by":"publisher","first-page":"32","DOI":"10.13811\/j.cnki.eer.2022.01.004","article-title":"Research on subject knowledge mapping: from knowledge learning to thinking development","volume":"43","author":"Jiarong","year":"2022","journal-title":"E Educ. Res."},{"key":"ref9","first-page":"2161","article-title":"A review of knowledge graphs\u2014representation, construction, reasoning and knowledge hypergraph theory","volume":"41","author":"Ling","year":"2021","journal-title":"Comput. Appl."},{"key":"ref10","first-page":"1","article-title":"Kr-gcn: knowledge-aware reasoning with graph convolution network for explainable recommendation","volume":"41","author":"Ma","year":"2023","journal-title":"ACM Trans. Inf. Syst."},{"key":"ref11","doi-asserted-by":"publisher","first-page":"2257","DOI":"10.19734\/j.issn.1001-3695.2021.12.0686","article-title":"Research on connotation, technology and application of educational knowledge graph based on multi-modal resources","volume":"39","author":"Mao","year":"2022","journal-title":"Appl. Res. Comput."},{"key":"ref12","doi-asserted-by":"publisher","first-page":"99","DOI":"10.19660\/j.issn.1671-0592.2024.12.22","article-title":"Application and implementation pathway of the DMAIC model in hospital process optimization","volume":"28","author":"Mei","year":"2024","journal-title":"Chin. Hosp."},{"key":"ref13","author":"Miao","year":"2022"},{"key":"ref14","doi-asserted-by":"publisher","first-page":"104298","DOI":"10.1016\/j.nepr.2025.104298","article-title":"Students\u2019 perspectives on the congruence and effectiveness of a problem-based learning approach to teach recovery-oriented practice: a mixed method study","volume":"84","author":"Murphy","year":"2025","journal-title":"Nurse Educ. Pract."},{"key":"ref15","doi-asserted-by":"publisher","first-page":"65","DOI":"10.1016\/j.aej.2024.01.056","article-title":"Hybrid approach of deep feature extraction using BERT\u2013OPCNN & FIAC with customized bi-LSTM for rumor text classification","volume":"90","author":"Nithya","year":"2024","journal-title":"Alex. Eng. J."},{"key":"ref16","author":"Norton","year":"2009"},{"key":"ref17","doi-asserted-by":"publisher","first-page":"104344","DOI":"10.1016\/j.nepr.2025.104344","article-title":"What makes a good nursing education: meeting the needs of students and society in a free-market education system\u2014cluster analysis of United Kingdom universities","volume":"84","author":"Purssell","year":"2025","journal-title":"Nurse Educ. Pract."},{"key":"ref18","doi-asserted-by":"publisher","first-page":"10","DOI":"10.16353\/j.cnki.1000-7490.2022.11.002","article-title":"Research on interdisciplinary knowledge discovery based on knowledge graph to support scientific research innovation","volume":"45","author":"Shujin","year":"2022","journal-title":"Inf. Stud. Theory Appl."},{"key":"ref19","doi-asserted-by":"publisher","first-page":"124105","DOI":"10.1016\/j.techfore.2025.124105","article-title":"Future-ready digital skills in the AI era: bridging market demands and student expectations in the accounting profession","volume":"215","author":"Tiron-Tudor","year":"2025","journal-title":"Technol. Forecast. Soc. Change"},{"key":"ref20","doi-asserted-by":"publisher","first-page":"308","DOI":"10.1016\/j.profnurs.2020.01.005","article-title":"The relationship among BSN students' employment, educational, and health-related characteristics and semester grades: a multi-site study","volume":"36","author":"Warner","year":"2020","journal-title":"J. Prof. Nurs."},{"key":"ref21","doi-asserted-by":"crossref","first-page":"105460","DOI":"10.1016\/j.engappai.2022.105460","article-title":"UD_BBC: named entity recognition in social network combined BERT-BiLSTM-CRF with active learning","volume":"116","author":"Wei","year":"2022","journal-title":"Eng. Appl. Artif. Intell."},{"key":"ref22","doi-asserted-by":"crossref","first-page":"121077","DOI":"10.1016\/j.eswa.2023.121077","article-title":"GeoTPE: a neural network model for geographical topic phrases extraction from literature based on BERT enhanced with relative position embedding","volume":"235","author":"Weirong","year":"2024","journal-title":"Expert Syst. Appl."},{"key":"ref23","doi-asserted-by":"publisher","first-page":"215","DOI":"10.13718\/j.cnki.xdsk.2024.04.018","article-title":"Model construction and path analysis of the value-added ability on the undergraduates\u2019 employment matching status","volume":"50","author":"Wenqi","year":"2024","journal-title":"J. Southwest Univ. (Soc. Sci. Ed.)"},{"key":"ref24","doi-asserted-by":"publisher","first-page":"107565","DOI":"10.1016\/j.knosys.2021.107565","article-title":"Local-to-global GCN with knowledge-aware representation for distantly supervised relation extraction","volume":"234","author":"Wenti","year":"2021","journal-title":"Knowl.-Based Syst."},{"key":"ref25","doi-asserted-by":"publisher","first-page":"417","DOI":"10.1016\/j.jmsy.2023.08.006","article-title":"Knowledge graph-based manufacturing process planning: a state-of-the-art review","volume":"70","author":"Xiao","year":"2023","journal-title":"J. Manuf. Syst."},{"key":"ref26","doi-asserted-by":"publisher","first-page":"1010","DOI":"10.3390\/electronics12041010","article-title":"Exploring the potential of BERT-BiLSTM-CRF and the attention mechanism in building a tourism knowledge graph","volume":"12","author":"Xu","year":"2023","journal-title":"Electronics"},{"key":"ref27","doi-asserted-by":"crossref","first-page":"121103","DOI":"10.1016\/j.eswa.2023.121103","article-title":"Naming entity recognition of citrus pests and diseases based on the BERT-BiLSTM-CRF model","volume":"234","author":"Yafei","year":"2023","journal-title":"Expert Syst. Appl."},{"key":"ref28","first-page":"1673","article-title":"Differentiable rule extraction with large language model for knowledge graph reasoning","volume":"17","author":"Yudai","year":"2023","journal-title":"J. Front. Comput. Sci. Technol."},{"key":"ref29","first-page":"123","article-title":"Construction of interdisciplinary mapping knowledge domains based on visualization of disciplinary diversity index and topic models\u2014taking the field of nanotechnology as an example","volume":"43","author":"Zhengqi","year":"2023","journal-title":"J. Mod. Inf."},{"key":"ref30","first-page":"100","article-title":"Promoting the intelligent transformation of subject teaching by using knowledge map in high school biology course","volume":"52","author":"Zhi","year":"2023","journal-title":"Glob. Educ."},{"key":"ref31","doi-asserted-by":"publisher","first-page":"305","DOI":"10.1016\/j.aej.2024.02.011","article-title":"A knowledge graph and BiLSTM-CRF-enabled intelligent adaptive learning model and its potential application","volume":"91","author":"Zhu","year":"2024","journal-title":"Alex. Eng. J."},{"key":"ref32","doi-asserted-by":"publisher","first-page":"62","DOI":"10.13811\/j.cnki.eer.2020.04.009","article-title":"Research on constructing model of educational knowledge map supported by artificial intelligence","volume":"41","author":"Zhuo","year":"2020","journal-title":"E Educ. Res."},{"key":"ref33","doi-asserted-by":"publisher","first-page":"70","DOI":"10.13564\/j.cnki.issn.1672-9382.2023.02.007","article-title":"Features, construction and application of knowledge graph in foreign language discipline","volume":"20","author":"Zuowen","year":"2023","journal-title":"Foreign Lang. China"}],"container-title":["Frontiers in Artificial Intelligence"],"original-title":[],"link":[{"URL":"https:\/\/www.frontiersin.org\/articles\/10.3389\/frai.2025.1650095\/full","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,9,12]],"date-time":"2025-09-12T05:38:50Z","timestamp":1757655530000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.frontiersin.org\/articles\/10.3389\/frai.2025.1650095\/full"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,9,12]]},"references-count":33,"alternative-id":["10.3389\/frai.2025.1650095"],"URL":"https:\/\/doi.org\/10.3389\/frai.2025.1650095","relation":{},"ISSN":["2624-8212"],"issn-type":[{"value":"2624-8212","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,9,12]]},"article-number":"1650095"}}