Dergiler / Journal of AI / 2026 / Issue: 10

Innovative Practice and Learning Effectiveness of Integrating AI Marketing into SPA Brand Courses: A Case Study of a Five-Year Junior College Program in Cosmetics Application Management

Ju Hsuan Yeh(Tainan University of Technology)0000-0001-6561-5899
M.-P. Kuo(Tainan University of Technology)0000-0002-7987-5568
Sayfa
—
Yayın Tarihi
2026-06-23
🏛️Bu makalenin bibliyografik verileri ve tam metin bağlantısı DergiPark üzerinden sağlanmıştır.
DergiPark Kaydı ↗
✨

Yapay Zeka Hızlı Bakış & Çıkarımlar

AI Insight
⚡ TL;DR(1 Cümlede Hızlı Çıkarım)

This study highlights the potential of integrating AI marketing into SPA brand courses to enhance students’ digital application abilities, contextual learning experiences, and career-oriented thinking, while supporting the development of AI literacy and curriculum innovation in vocational education.

📌 3 Maddede Bu Makale

🎯
Amaç & Hipotez:With the rapid development of artificial intelligence (AI), digital marketing and brand management have significantly influenced talent cultivation in the beauty and SPA industry.
📊
Temel Bulgular & Veri:During the first half of the semester, traditional lecture-based instruction was implemented, followed by AI-integrated Project-Based Learning (PBL) activities in the second half of the course.
💡
Sonuç & Katkı:This study highlights the potential of integrating AI marketing into SPA brand courses to enhance students’ digital application abilities, contextual learning experiences, and career-oriented thinking, while supporting the development of AI literacy and curriculum innovation in vocational education.
🔬Tür:Uygulamalı Anket & Alan Araştırması
📍Kapsam:Genişletilmiş Akademik Örneklem
⚙️Değişkenler:Artificial Intelligence Marketing · SPA Branding · Project-Based Learning

Abstract

With the rapid development of artificial intelligence (AI), digital marketing and brand management have significantly influenced talent cultivation in the beauty and SPA industry. Traditional skill-oriented vocational education is no longer sufficient to meet the demands of industrial digital transformation. This study explored the innovative integration of AI marketing into a SPA brand management course and examined students’ learning experiences, professional competency development, and AI literacy within a five-year junior college cosmetics application and management program in Taiwan. An exploratory mixed-methods teaching practice study with a single-group course implementation was adopted. During the first half of the semester, traditional lecture-based instruction was implemented, followed by AI-integrated Project-Based Learning (PBL) activities in the second half of the course. Students applied AI tools to virtual SPA brand development, marketing copywriting, presentation design, visual content creation, and video production. Participants included 29 students. Quantitative data were collected using a five-point Likert-scale questionnaire consisting of three dimensions: AI tool learning, AI application scenarios, and future expectations of AI. Qualitative data were obtained from stage-based student interviews and reflective feedback collected at the beginning, middle, and final stages of the course. The findings indicated that all three dimensions achieved mean scores above 4.0, reflecting highly positive student perceptions toward AI-integrated SPA brand instruction. Among the dimensions, AI tool learning demonstrated the highest performance, particularly in AI-assisted copywriting and presentation design. Reliability analysis showed high internal consistency across all dimensions. Qualitative findings further revealed that students gradually progressed from initial unfamiliarity with AI toward practical application, workplace imagination, and critical reflection on AI ethics and information credibility. This study highlights the potential of integrating AI marketing into SPA brand courses to enhance students’ digital application abilities, contextual learning experiences, and career-oriented thinking, while supporting the development of AI literacy and curriculum innovation in vocational education.

🔖

Bu Makaleye Atıf Yap

Yeh, J. H., Kuo, M. (2026). Innovative Practice and Learning Effectiveness of Integrating AI Marketing into SPA Brand Courses: A Case Study of a Five-Year Junior College Program in Cosmetics Application Management. Journal of AI, Issue: 10. https://doi.org/10.61969/jai.1908263

📄 Tam Metin PDF Okuyucu

📄

PDF görüntüleyici hazırlanıyor...

Kaynakça (24)

  1. Bearman, M., Ryan, J., & Ajjawi, R. (2023). Discourses of artificial intelligence in higher education: A critical literature review. Higher Education, 86(2), 369–385. https://doi.org/10.1007/s10734-022-00937-2
  2. Chen, Y.-Y., & Ho, P.-H. (2024). A comparative analysis of the impact of self-media online marketing on audience traffic using the analytic hierarchy process and the difference-in-difference method. Journal of Taiwan Strategy and Performance Management Association, 4(1), 58–81. https://doi.org/10.29693/TSPMA.202410_4(1).0003
  3. Chung, M., Ko, E., Joung, H., & Kim, S. J. (2020). Chatbot e-service and customer satisfaction regarding luxury brands. Journal of Business Research, 117, 587–595. https://doi.org/10.1016/j.jbusres.2018.10.004
  4. Charllo, B. V. (2022). AI-driven beauty: The future of personalized cosmetic innovation. Journal of Artificial Intelligence, Machine Learning & Data Science, 1(1), 1204–1208. https://doi.org/10.51219/JAIMLD/bala-vignesh-charllo/278
  5. Chen, L., Chen, P., & Lin, Z. (2020). Artificial intelligence in education: A review. IEEE Access, 8, 75264–75278. https://doi.org/10.1109/ACCESS.2020.2988510
  6. Directorate General of Budget, Accounting and Statistics, Executive Yuan. (2025, December 23). 113 e-commerce statistics results [Press release]. https://www.dgbas.gov.tw/News_Content.aspx?n=3602&s=235621
  7. Dong, Y. (2025). Implementation of artificial intelligence for brand equity. Cogent Business & Management, 12(1), Article 2471538. https://doi.org/10.1080/23311975.2025.2471538
  8. Farran, H., Khlaif, Z. N., Saifi, A. G., Hijjawi, T., & Bani Ismail, H. (2026). Generative AI adoption among arts and design students in Palestinian higher education: Impacts on task completion. Cogent Education, 13(1), Article 2594885. https://doi.org/10.1080/2331186X.2025.2594885
  9. Grájeda, A., Burgos, J., Córdova, P., & Sanjinés, A. (2024). Assessing student-perceived impact of using artificial intelligence tools: Construction of a synthetic index of application in higher education. Cogent Education, 11(1), 1–24. https://doi.org/10.1080/2331186X.2023.2287917
  10. Henderson, M., Bearman, M., Chung, J., Fawns, T., Buckingham Shum, S., Matthews, K. E., & de Mello Heredia, J. (2025). Comparing generative AI and teacher feedback: Student perceptions of usefulness and trustworthiness. Assessment & Evaluation in Higher Education, Advance online publication, 1–16. https://doi.org/10.1080/02602938.2025.2502582
  11. Hua, C.-Y., & Huang, Y.-C. (2023). Exploration on business strategies of the beauty industry operators during the epidemic era. Fu Jen Journal of Human Ecology, 29(1), 73–93.
  12. Huang, M.-Y., & Chung, C.-C. (2023). Exploring the relationship between word-of-mouth and customer behavioral intention in self-media –Take camping as an example. Journal of Leisure and Sports, 21, 59–74.
  13. Hwang, C.-F., & Chiu, S.-F. (2021). Teaching observation and practice of artificial intelligence in skills-based courses: A case study of hairdressing skills. Taiwan Education, 730, 44–54.
  14. Jensen, L. X., Buhl, A., Sharma, A., & Bearman, M. (2024). Generative AI and higher education: A review of claims from the first months of ChatGPT. Higher Education. https://doi.org/10.1007/s10734-024-01265-3
  15. Jhuang, S.-M. (2019). Technical high school beauty professional teacher workplace stress scale (Master’s thesis, Tainan University of Technology).
  16. Letitia, T. (2024). The impact of social media influencers on consumer purchase intentions: The case of green skincare products (Master’s thesis, Chung Yuan Christian University). https://doi.org/10.6840/cycu2025000031
  17. Melian-Gonzalez, S., Gutierrez-Tano, D., & Bulchand-Gidumal, J. (2021). Predicting the intentions to use chatbots for travel and tourism. Current Issues in Tourism, 24(2), 192–210. https://doi.org/10.1080/13683500.2019.1706457
  18. Ministry of Finance, Department of Statistics. (2024, February 29). Fiscal statistics bulletin [Statistical bulletin]. https://www.dgbas.gov.tw/News_Content.aspx?n=3602&s=233438
  19. Ou, T.-Y., & Li, C.-W. (2024). Exploring the application of situational interest and diverse teaching strategies in beauty professional ethics courses. Global Technology Management and Education Journal, 13(3), 1–15. https://doi.org/10.6617/GTME.202409_13(3).0001
  20. O’Higgins, B., & Fatorachian, H. (2025). Consumer trust in artificial intelligence in the UK and Ireland’s personal care and cosmetics sector. Cogent Business & Management, 12(1), Article 2469765. https://doi.org/10.1080/23311975.2025.2469765
  21. Tran, A. D., Pallant, J. I., & Johnson, L. W. (2021). Exploring the impact of chatbots on consumer sentiment and expectations in retail. Journal of Retailing and Consumer Services, 63, 102718. https://doi.org/10.1016/j.jretconser.2021.102718
  22. Tsai, Y.-C., & Chang, C.-Y. (2023). A study on Taitung technical high school cosmetology students’ perceptions of professional skills acquisition via current curriculum and license test. The Journal of International Esthetic Science, 20(1), 55–71. https://doi.org/10.30001/JIES.202306_20(1).0004
  23. Vaněček, D., Yorulmaz, Y. I., & Dobrovská, D. (2025). A holistic exploration of student attitudes toward AI use in higher education: An international comparison. Cogent Education, 12(1), 1–23. https://doi.org/10.1080/2331186X.2025.2571691
  24. Yeh, J.-H. (2023). Exploring the learning assessment of VR and tabletop game in enhancing color and aesthetics courses. The Journal of International Esthetic Science, 20(2), 71–100. https://doi.org/10.30001/JIES.202312_20(2).0006