{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,14]],"date-time":"2026-09-14T13:07:23Z","timestamp":1789391243798,"version":"build-2803163510"},"reference-count":50,"publisher":"MDPI AG","issue":"9","license":[{"start":{"date-parts":[[2026,9,14]],"date-time":"2026-09-14T00:00:00Z","timestamp":1789344000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Behav. Sci.","Behavioral Sciences"],"abstract":"<jats:p>As artificial intelligence automates routine technical operations, the irreplaceable human contribution shifts toward technical application innovation\u2014making useful improvements within existing technical frameworks through contextual judgment and adaptive problem-solving. China\u2019s vocational undergraduate education system, expanding from 15 pilot institutions in 2019 to 124 by June 2026, is uniquely positioned to cultivate this capability, yet how such innovation is activated through teacher\u2013student interaction remains empirically unexamined. Grounded in symbolic interaction theory, this study employed an exploratory sequential mixed-methods design. A qualitative phase (n = 10) using theory-informed qualitative analysis produced a three-layer account of symbolic transmission, symbolic reception, and interactive mechanisms. A quantitative phase (N = 386) developed a 35-item scale and conducted an initial psychometric evaluation across six institutions. Structural equation modeling showed that interactive mechanisms had the strongest association with technical application innovation capability (\u03b2 = 0.453), that symbolic reception showed stronger associations with the outcome than symbolic transmission in student self-reports, and that 38\u201344% of the association between symbolic rules and innovation passed through interactive mechanisms. These patterns are consistent with an innovation-as-emergence-from-interaction framework and provide a starting point for positioning vocational undergraduate education in the AI era.<\/jats:p>","DOI":"10.3390\/bs16091646","type":"journal-article","created":{"date-parts":[[2026,9,14]],"date-time":"2026-09-14T12:09:51Z","timestamp":1789387791000},"page":"1646","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Cultivating Technical Application Innovation in China\u2019s Vocational Undergraduate Education in the AI Era: A Symbolic Interaction Perspective"],"prefix":"10.3390","volume":"16","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-3335-1689","authenticated-orcid":false,"given":"Qiuchen","family":"Wu","sequence":"first","affiliation":[{"name":"College of Teacher Education, Ningbo University, Ningbo 315211, China"}],"role":[{"vocabulary":"crossref","role":"author"},{"role":"conceptualization","vocabulary":"credit"},{"role":"formal-analysis","vocabulary":"credit"},{"role":"writing-original-draft","vocabulary":"credit"},{"role":"writing-review-editing","vocabulary":"credit"},{"role":"investigation","vocabulary":"credit"},{"role":"methodology","vocabulary":"credit"},{"role":"validation","vocabulary":"credit"},{"role":"data-curation","vocabulary":"credit"}]},{"ORCID":"https:\/\/orcid.org\/0009-0002-0177-4393","authenticated-orcid":false,"given":"Bin","family":"Bai","sequence":"additional","affiliation":[{"name":"Faculty of Education, Beijing Normal University, Beijing 100875, China"}],"role":[{"vocabulary":"crossref","role":"author"},{"role":"conceptualization","vocabulary":"credit"},{"role":"formal-analysis","vocabulary":"credit"},{"role":"writing-original-draft","vocabulary":"credit"},{"role":"writing-review-editing","vocabulary":"credit"},{"role":"investigation","vocabulary":"credit"},{"role":"methodology","vocabulary":"credit"}]}],"member":"1968","published-online":{"date-parts":[[2026,9,14]]},"reference":[{"key":"ref_1","unstructured":"Autor, D. (2024). The labor market impacts of generative AI (MIT Work of the Future Working Paper), MIT Press."},{"key":"ref_2","unstructured":"Blumer, H. (1969). Symbolic interactionism: Perspective and method, University of California Press."},{"key":"ref_3","doi-asserted-by":"crossref","unstructured":"Brynjolfsson, E., Li, D., and Raymond, L. R. (2023). Generative AI at work (NBER Working Paper, No. 31161), National Bureau of Economic Research.","DOI":"10.3386\/w31161"},{"key":"ref_4","unstructured":"Charmaz, K. (2014). Constructing grounded theory, SAGE. [2nd ed.]."},{"key":"ref_5","first-page":"279","article-title":"Creativity curriculum and group dynamics in vocational high school engineering students","volume":"66","author":"Chen","year":"2021","journal-title":"Journal of Research in Education Sciences"},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"233","DOI":"10.1207\/S15328007SEM0902_5","article-title":"Evaluating goodness-of-fit indexes for testing measurement invariance","volume":"9","author":"Cheung","year":"2002","journal-title":"Structural Equation Modeling"},{"key":"ref_7","unstructured":"Cohen, J. (1988). Statistical power analysis for the behavioral sciences, Lawrence Erlbaum. [2nd ed.]."},{"key":"ref_8","unstructured":"Corbin, J., and Strauss, A. (2015). Basics of qualitative research: Techniques and procedures for developing grounded theory, SAGE. [4th ed.]."},{"key":"ref_9","unstructured":"Creswell, J. W., and Plano Clark, V. L. (2018). Designing and conducting mixed methods research, SAGE. [3rd ed.]."},{"key":"ref_10","unstructured":"DeVellis, R. F. (2021). Scale development: Theory and applications, SAGE. [5th ed.]."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"423","DOI":"10.1177\/00016993241250277","article-title":"Automation risks of vocational training programs and early careers in the Netherlands","volume":"67","author":"Dicks","year":"2024","journal-title":"Acta Sociologica"},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"69","DOI":"10.1111\/j.1529-1006.2004.00018.x","article-title":"Flawed self-assessment: Implications for health, education, and the workplace","volume":"5","author":"Dunning","year":"2004","journal-title":"Psychological Science in the Public Interest"},{"key":"ref_13","unstructured":"Euler, D. (2013). Germany\u2019s dual vocational training system: A model for other countries?, G\u00fctersloh."},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"2134","DOI":"10.1111\/1475-6773.12117","article-title":"Achieving integration in mixed methods designs\u2014Principles and practices","volume":"48","author":"Fetters","year":"2013","journal-title":"Health Services Research"},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"6","DOI":"10.1186\/s40461-023-00144-y","article-title":"Conceptualizations and implementation of creativity in higher vocational teacher education\u2014A qualitative study of lecturers","volume":"15","author":"Fischer","year":"2023","journal-title":"Empirical Research in Vocational Education and Training"},{"key":"ref_16","doi-asserted-by":"crossref","unstructured":"Flick, U. (2018). Triangulation in data collection. The SAGE handbook of qualitative data collection, SAGE.","DOI":"10.4135\/9781526416070"},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"39","DOI":"10.1177\/002224378101800104","article-title":"Evaluating structural equation models with unobservable variables and measurement error","volume":"18","author":"Fornell","year":"1981","journal-title":"Journal of Marketing Research"},{"key":"ref_18","unstructured":"Geertz, C. (1973). The interpretation of cultures, Basic Books."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"164","DOI":"10.13152\/IJRVET.4.2.4","article-title":"The lack of collaboration between companies and schools in the German dual apprenticeship system","volume":"4","author":"Gessler","year":"2017","journal-title":"International Journal for Research in Vocational Education and Training"},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"114523","DOI":"10.1016\/j.socscimed.2021.114523","article-title":"Sample sizes for saturation in qualitative research: A systematic review of empirical tests","volume":"292","author":"Hennink","year":"2022","journal-title":"Social Science & Medicine"},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"115","DOI":"10.1007\/s11747-014-0403-8","article-title":"A new criterion for assessing discriminant validity in variance-based structural equation modeling","volume":"43","author":"Henseler","year":"2015","journal-title":"Journal of the Academy of Marketing Science"},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"1","DOI":"10.13152\/IJRVET.4.1.1","article-title":"Ensuring curriculum relevance in vocational education and training","volume":"4","author":"Hiim","year":"2017","journal-title":"International Journal for Research in Vocational Education and Training"},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1080\/10705519909540118","article-title":"Cutoff criteria for fit indexes in covariance structure analysis","volume":"6","author":"Hu","year":"1999","journal-title":"Structural Equation Modeling"},{"key":"ref_24","unstructured":"Kline, R. B. (2023). Principles and practice of structural equation modeling, Guilford Press. [5th ed.]."},{"key":"ref_25","doi-asserted-by":"crossref","unstructured":"Li, X., Chen, Y., and Kang, H. (2022). Research on the cultivation of sustainable development ability of higher vocational students by creative thinking teaching method. Frontiers in Psychology, 13.","DOI":"10.3389\/fpsyg.2022.979913"},{"key":"ref_26","doi-asserted-by":"crossref","unstructured":"Lincoln, Y. S., and Guba, E. G. (1985). Naturalistic inquiry, SAGE.","DOI":"10.1016\/0147-1767(85)90062-8"},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"1055","DOI":"10.1080\/13636820.2021.1998195","article-title":"Understanding Chinese national vocational education reform: A critical policy analysis","volume":"75","author":"Liu","year":"2023","journal-title":"Journal of Vocational Education and Training"},{"key":"ref_28","doi-asserted-by":"crossref","unstructured":"Lu, Y., and Wang, T. (2023). Quality evaluation model of vocational education in China: A qualitative study based on grounded theory. Education Sciences, 13, (8).","DOI":"10.3390\/educsci13080819"},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"130","DOI":"10.1037\/1082-989X.1.2.130","article-title":"Power analysis and determination of sample size for covariance structure modeling","volume":"1","author":"MacCallum","year":"1996","journal-title":"Psychological Methods"},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"1753","DOI":"10.1177\/1049732315617444","article-title":"Sample size in qualitative interview studies: Guided by information power","volume":"26","author":"Malterud","year":"2016","journal-title":"Qualitative Health Research"},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"23","DOI":"10.1037\/1082-989X.12.1.23","article-title":"Bias in cross-sectional analyses of longitudinal mediation","volume":"12","author":"Maxwell","year":"2007","journal-title":"Psychological Methods"},{"key":"ref_32","unstructured":"Morris, C. W. (1934). Mind, self, and society: From the standpoint of a social behaviorist, University of Chicago Press."},{"key":"ref_33","unstructured":"Ministry of Education, People\u2019s Republic of China (2026, July 14). National list of higher education institutions [June 2026 statistical release], Available online: http:\/\/www.moe.gov.cn."},{"key":"ref_34","unstructured":"Nunnally, J. C., and Bernstein, I. H. (1994). Psychometric theory, McGraw-Hill. [3rd ed.]."},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"56","DOI":"10.1177\/1558689809355805","article-title":"Mixed research as a tool for developing quantitative instruments","volume":"4","author":"Onwuegbuzie","year":"2010","journal-title":"Journal of Mixed Methods Research"},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"879","DOI":"10.1037\/0021-9010.88.5.879","article-title":"Common method biases in behavioral research","volume":"88","author":"Podsakoff","year":"2003","journal-title":"Journal of Applied Psychology"},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"879","DOI":"10.3758\/BRM.40.3.879","article-title":"Asymptotic and resampling strategies for assessing and comparing indirect effects","volume":"40","author":"Preacher","year":"2008","journal-title":"Behavior Research Methods"},{"key":"ref_38","first-page":"1070","article-title":"The new paradigm of technical and vocational education and training (TVET)","volume":"4","author":"Jalinus","year":"2022","journal-title":"Edukatif: Jurnal Ilmu Pendidikan"},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"68","DOI":"10.1037\/0003-066X.55.1.68","article-title":"Self-determination theory and the facilitation of intrinsic motivation, social development, and well-being","volume":"55","author":"Ryan","year":"2000","journal-title":"American Psychologist"},{"key":"ref_40","unstructured":"Salda\u00f1a, J. (2021). The coding manual for qualitative researchers, SAGE. [4th ed.]."},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"361","DOI":"10.1146\/annurev-psych-113011-143809","article-title":"Organizational climate and culture","volume":"64","author":"Schneider","year":"2013","journal-title":"Annual Review of Psychology"},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"54","DOI":"10.1111\/j.1468-2419.2009.00340.x","article-title":"A review of twenty years of competency-based training in the Australian VET system","volume":"14","author":"Smith","year":"2010","journal-title":"International Journal of Training and Development"},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"199","DOI":"10.1509\/jmkr.47.2.199","article-title":"Socially desirable response tendencies in survey research","volume":"47","author":"Steenkamp","year":"2010","journal-title":"Journal of Marketing Research"},{"key":"ref_44","first-page":"15","article-title":"Symbolic interactionism: A social structural version","volume":"43","author":"Stryker","year":"1980","journal-title":"Social Psychology Quarterly"},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"349","DOI":"10.1093\/intqhc\/mzm042","article-title":"Consolidated criteria for reporting qualitative research (COREQ): A 32-item checklist","volume":"19","author":"Tong","year":"2007","journal-title":"International Journal for Quality in Health Care"},{"key":"ref_46","first-page":"1453","article-title":"STROBE statement","volume":"370","author":"Altman","year":"2007","journal-title":"The Lancet"},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"1371","DOI":"10.1080\/13636820.2025.2460004","article-title":"Training the \u201ccraftsmen of the nation\u201d: Young people\u2019s experiences of VET reform in China","volume":"77","author":"Wang","year":"2025","journal-title":"Journal of Vocational Education & Training"},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"83","DOI":"10.11114\/jets.v11i4.6426","article-title":"Exploration of undergraduate vocational education in China: Process, experience and strategy","volume":"11","author":"Wang","year":"2023","journal-title":"Journal of Education and Training Studies"},{"key":"ref_49","unstructured":"Xiong, H. (2026, July 10). China\u2019s vocational education: Building the world\u2019s largest system [Press conference presentation]. State Council Information Office, Beijing, China, Available online: http:\/\/www.scio.gov.cn."},{"key":"ref_50","doi-asserted-by":"crossref","unstructured":"Xue, E., and Li, J. (2022). China\u2019s vocational education reform: Explorations and analysis, Springer.","DOI":"10.1007\/978-981-19-0748-7"}],"container-title":["Behavioral Sciences"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2076-328X\/16\/9\/1646\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,9,14]],"date-time":"2026-09-14T12:45:15Z","timestamp":1789389915000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2076-328X\/16\/9\/1646"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,9,14]]},"references-count":50,"journal-issue":{"issue":"9","published-online":{"date-parts":[[2026,9]]}},"alternative-id":["bs16091646"],"URL":"https:\/\/doi.org\/10.3390\/bs16091646","relation":{},"ISSN":["2076-328X"],"issn-type":[{"value":"2076-328X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,9,14]]}}}