AI as a facilitator of creativity and wellbeing in business students: A multigroup approach between public and private universities

Authors

DOI:

https://doi.org/10.5007/1518-2924.2025.e103485

Keywords:

AI adoption, Perceived usefulness, Creativity, Happiness, Higher education

Abstract

Objetivo: Este artículo tiene como objetivo explorar el efecto de la adaptabilidad percibida, la utilidad percibida y la facilidad de uso de la IA en la creatividad y la felicidad (felicidad) de estudiantes de negocios de universidades de México. Además, se busca analizar cómo se diferencian estas relaciones entre estudiantes de universidades públicas y privadas, utilizando un enfoque multigrupal.

Método: Se adoptó un enfoque experimental cuantitativo con un diseño transversal. En la manifestación participaron 270 estudiantes de negocios de una universidad pública y privada de México. La recogida de datos se realizó a través de un cuestionario online, utilizando escalas previamente validadas para medir la utilidad percibida, la facilidad de uso, la adopción de la IA, la creatividad y la felicidad. Los datos se analizarán utilizando modelos de ecuaciones estructurales (SEM) y análisis multigrupo (MGA) para evaluar las diferencias entre grupos.

Resultados: Los principales hallazgos indican que la adopción de la IA afecta significativamente la relación entre utilidad percibida, facilidad de uso percibida y resultados en términos de creatividad y mejora. Se descubrió que la adopción de la IA tuvo una mayor influencia en la creatividad en las instituciones públicas, mientras que su impacto en la felicidad fue más pronunciado en las universidades privadas. Estas diferencias sugieren que en contextos con recursos limitados, la IA puede compensar la falta de otros recursos, mejorando la creatividad.

Conclusión: Este estudio amplía el Modelo de Aceptación de Tecnología (TAM) para incluir variables como la creatividad y la felicidad, destacando la importancia del contexto socioeconómico en la adopción tecnológica en las universidades. Las implicaciones sugieren que las instituciones públicas deberían centrarse en mejorar el acceso a tecnologías como la IA, mientras que las instituciones privadas deberían garantizar un uso ético y responsable, promoviendo tanto el rendimiento académico como el bienestar de los estudiantes.

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Author Biographies

Mario Alberto Salazar-Altamirano, Universidade Autônoma de Tamaulipas

Mario Alberto Salazar-Altamirano graduated with a degree in Law from the Autonomous University of San Luis Potosí and obtained his Master’s in Business Administration and Finance from TEC Milenio University in Monterrey, Nuevo León. His research interests include internal marketing, workplace happiness, social marketing, organisational behaviour, leadership, and organisational climate, among others. He is currently pursuing a PhD in Strategic Business Management at the Faculty of Commerce and Administration in Tampico, Autonomous University of Tamaulipas, Mexico.

Orlando Josué Martínez-Arvizu, Universidade Autônoma de Tamaulipas

Orlando Josué Martínez-Arvizu graduated with a degree in Marketing with Honours from the Autonomous University of San Luis Potosí and obtained his Master's in Business Management from the same university, a programme that is part of the National Postgraduate System of CONAHCYT. His research interests include internal marketing, social marketing, consumer behaviour, and organisational behaviour, among others. He is currently pursuing a PhD in Strategic Business Management at the Faculty of Commerce and Administration in Tampico, Autonomous University of Tamaulipas, Mexico, a programme that is also part of the National Postgraduate System of CONAHCYT.

Esthela Galván-Vela, CETYS Universidade

Doctor of Administrative Sciences. Full-Time Professor and Researcher at CETYS University, Tijuana Campus, Mexico. Lecturer in Undergraduate and Postgraduate programmes. Research areas: Happiness Management, Workplace Happiness, Intrapreneurship, and Worker Behaviour. Recent publications: (Corresponding Author) Sikandar Ali Qalati, Esthela Galvan Vela, Wenyuan Li, Sarfraz Ahmed Dakhan, Truong Thi Hong Thuy & Sajid Hussain Merani. (2021) “Effects of perceived service quality, website quality, and reputation on purchase intention: The mediating and moderating roles of trust and perceived risk in online shopping”, Cogent Business & Management, 8:1, 1869363, DOI: 10.1080/23311975.2020.1869363; (Corresponding Author) Ravina-Ripoll, R., Galvan-Vela, E., Sorzano-Rodríguez, D.M. and Ruíz-Corrales, M. (2023), "Mapping intrapreneurship through the dimensions of happiness at work and internal communication", Corporate Communications: An International Journal, Vol. 28 No. 2, pp. 230-248.

Rafael Ravina-Ripoll, Universidade de Cádiz

Doctor of History. Professor at the University of Cádiz, Spain. Department of Organisation and Business. Research areas: Happiness Management, Workplace Happiness, Organisational Justice, and Worker Behaviour.

Lorena Gabriela Hernández-Arteaga, Universidade Autônoma de Tamaulipas

Lorena Gabriela Hernández-Arteaga graduated with a degree in Foreign Trade from the Autonomous University of Tamaulipas and obtained her Master's in Business Administration from the same institution. Her research interests include green marketing, green purchase intention, corporate social responsibility, organisational behaviour, organisational climate, among others. She is currently a lecturer at the Faculty of Commerce and Administration in Tampico and is pursuing a PhD in Strategic Business Management at the Autonomous University of Tamaulipas, Mexico.

David Gómez Sánchez, Universidade Autônoma de São Luis Potosí

David Gómez Sánchez holds a PhD in Management and Marketing and is a Full-Time Research Professor affiliated with the Marketing programme at the Multidisciplinary Academic Unit in the Zona Media of the Autonomous University of San Luis Potosí. He is currently the Academic Secretary and a Member of the National System of Researchers from 2023 to 2026 (Candidate category), as well as a Member of the State System of Researchers in San Luis Potosí from 2022 to 2025. He has held the PROMEP recognition for professors with a desirable profile since 2010, valid until 2025, and has been ANFECA certified since 2011, with validity until 2026. He is a member of the Consolidated Academic Body CA-UASLP-226 Studies for Regional and Organisational Development. His lines of research include consumer behaviour and organisational behaviour. He has published in peer-reviewed and indexed journals, contributed to book chapters, and presented at national and international conferences. Additionally, he has supervised theses at the undergraduate, master's, and doctoral levels.

References

AJZEN, I. The theory of planned behavior. Organizational Behavior and Human Decision Processes, v. 50, n. 2, p. 179–211, 1991. Disponível em: https://doi.org/10.1016/0749-5978(91)90020-t. Acesso em: 2 jul. 2024. DOI: https://doi.org/10.1016/0749-5978(91)90020-T

ALAMRI, H. A.; WATSON, S.; WATSON, W. Learning Technology Models that Support Personalization within Blended Learning Environments in Higher Education. TechTrends, v. 65, n. 1, p. 62–78, 2020. Disponível em: https://doi.org/10.1007/s11528-020-00530-3. Acesso em: 5 jul. 2024. DOI: https://doi.org/10.1007/s11528-020-00530-3

AL-SHARAFI, M. A. et al. Understanding the Impact of Knowledge Management Factors on the Sustainable Use of AI-Based Chatbots for Educational Purposes Using a Hybrid SEM-ANN Approach. Interactive Learning Environments, v. 31, n. 10, p. 7491–7510, 2022. Disponível em: https://doi.org/10.1080/10494820.2022.2075014. Acesso em: 8 jul. 2024. DOI: https://doi.org/10.1080/10494820.2022.2075014

ÁLVAREZ-HUERTA, P.; MUELA, A.; LARREA, I. Student Engagement and Creative Confidence Beliefs in Higher Education. Thinking Skills and Creativity, v. 40, p. 100821, 2021. Disponível em: https://doi.org/10.1016/j.tsc.2021.100821. Acesso em: 12 jul. 2024. DOI: https://doi.org/10.1016/j.tsc.2021.100821

AMIRI, M. et al. Creativity and Its Determinants Among Medical Students. Journal of Education and Health Promotion, v. 9, n. 1, p. 320, 2020. Disponível em: https://doi.org/10.4103/jehp.jehp_279_20. Acesso em: 15 jul. 2024. DOI: https://doi.org/10.4103/jehp.jehp_279_20

ANDERSON, R. C. et al. Generating Buoyancy in a Sea of Uncertainty: Teachers Creativity and Well-Being During the COVID-19 Pandemic. Frontiers in Psychology, v. 11, 2021. Disponível em: https://doi.org/10.3389/fpsyg.2020.614774. Acesso em: 18 jul. 2024. DOI: https://doi.org/10.3389/fpsyg.2020.614774

ARDELEAN, T.; VERES, E. Students Perceptions of Artificial Intelligence in Higher Education. SWS International Scientific Conference on Social Sciences, v. 10, p. 1–11, 2023. Disponível em: https://doi.org/10.35603/sws.iscss.2023/s08.38. Acesso em: 22 jul. 2024. DOI: https://doi.org/10.35603/sws.iscss.2023/s08.38

BAHROUN, Z. et al. Transforming Education: A Comprehensive Review of Generative Artificial Intelligence in Educational Settings through Bibliometric and Content Analysis. Sustainability, v. 15, n. 17, p. 12983, 2023. Disponível em: https://doi.org/10.3390/su151712983. Acesso em: 25 jul. 2024. DOI: https://doi.org/10.3390/su151712983

BARTLETT, M. S. A Note on the Multiplying Factors for Various χ² Approximations. Journal of the Royal Statistical Society Series B (Methodological), v. 16, n. 2, p. 296–298, 1954. Disponível em: https://doi.org/10.1111/j.2517-6161.1954.tb00174.x. Acesso em: 29 jul. 2024. DOI: https://doi.org/10.1111/j.2517-6161.1954.tb00174.x

BENEVE, P.; DE STASIO, S.; FIORILLI, C. Editorial: Well-Being of School Teachers in Their Work Environment. Frontiers in Psychology, v. 11, 2020. Disponível em: https://doi.org/10.3389/fpsyg.2020.01239. Acesso em: 1 ago. 2024. DOI: https://doi.org/10.3389/fpsyg.2020.01239

BITAR, N.; DAVIDOVICH, N. Transforming Pedagogy: The Digital Revolution in Higher Education. Education Sciences, v. 14, n. 8, p. 811, 2024. Disponível em: https://doi.org/10.3390/educsci14080811. Acesso em: 4 ago. 2024. DOI: https://doi.org/10.3390/educsci14080811

BRUNETTI, D.; GENA, C.; VERNERO, F. Smart Interactive Technologies in the Human-Centric Factory 5.0: A Survey. Applied Sciences, v. 12, n. 16, p. 7965, 2022. Disponível em: https://doi.org/10.3390/app12167965. Acesso em: 7 ago. 2024. DOI: https://doi.org/10.3390/app12167965

CALAVIA, M. B.; BLANCO, T.; CASAS, R. Fostering Creativity as a Problem-Solving Competence Through Design: Think-Create-Learn, a Tool for Teachers. Thinking Skills and Creativity, v. 39, p. 100761, 2020. Disponível em: https://doi.org/10.1016/j.tsc.2020.100761. Acesso em: 10 ago. 2024. DOI: https://doi.org/10.1016/j.tsc.2020.100761

CAO, G. et al. Understanding Managers’ Attitudes and Behavioral Intentions Towards Using Artificial Intelligence for Organizational Decision-Making. Technovation, v. 106, p. 102312, 2021. Disponível em: https://doi.org/10.1016/j.technovation.2021.102312. Acesso em: 13 ago. 2024. DOI: https://doi.org/10.1016/j.technovation.2021.102312

CASINILLO, L. Is Learning Mathematics Still Creative and Enjoyable During the COVID-19 Pandemic? Indonesian Journal of Social Research (IJSR), v. 4, n. 2, p. 124–138, 2022. Disponível em: https://doi.org/10.30997/ijsr.v4i2.208. Acesso em: 16 ago. 2024. DOI: https://doi.org/10.30997/ijsr.v4i2.208

CHATTERJEE, S.; BHATTACHARJEE, K. K. Adoption of Artificial Intelligence in Higher Education: A Quantitative Analysis Using Structural Equation Modelling. Education and Information Technologies, v. 25, n. 5, p. 3443–3463, 2020. Disponível em: https://doi.org/10.1007/s10639-020-10159-7. Acesso em: 20 ago. 2024. DOI: https://doi.org/10.1007/s10639-020-10159-7

CHIN, W. W. The Partial Least Squares Approach for Structural Equation Modeling. Modern Methods for Business Research, p. 295–336, 1998. Disponível em: https://psycnet.apa.org/record/1998-07269-010. Acesso em: 24 ago. 2024.

CHOUNTA, I.; BARDONE, E.; RAUDSEP, A.; PEDASTE, M. Exploring Teachers’ Perceptions of Artificial Intelligence as a Tool to Support Their Practice in Estonian K-12 Education. International Journal of Artificial Intelligence in Education, v. 32, n. 3, p. 725–755, 2021. Disponível em: https://doi.org/10.1007/s40593-021-00243-5. Acesso em: 27 ago. 2024. DOI: https://doi.org/10.1007/s40593-021-00243-5

DAI, Y.; CHAI, C.; LIN, P.; JONG, M. S.; GUO, Y.; QIN, J. Promoting Students’ Well-Being by Developing Their Readiness for the Artificial Intelligence Age. Sustainability, v. 12, n. 16, p. 6597, 2020. Disponível em: https://doi.org/10.3390/su12166597. Acesso em: 30 ago. 2024. DOI: https://doi.org/10.3390/su12166597

DAMERJI, H.; SALIMI, A. Mediating Effect of Use Perceptions on Technology Readiness and Adoption of Artificial Intelligence in Accounting. Accounting Education, v. 30, n. 2, p. 107–130, 2021. Disponível em: https://doi.org/10.1080/09639284.2021.1872035. Acesso em: 3 set. 2024. DOI: https://doi.org/10.1080/09639284.2021.1872035

DARAYSEH, A. A. Acceptance of Artificial Intelligence in Teaching Science: Science Teachers’ Perspective. Computers and Education Artificial Intelligence, v. 4, p. 100132, 2023. Disponível em: https://doi.org/10.1016/j.caeai.2023.100132. Acesso em: 6 set. 2024. DOI: https://doi.org/10.1016/j.caeai.2023.100132

DAVIS, F. D. Perceived Usefulness, Perceived Ease of Use, and User Acceptance of Information Technology. MIS Quarterly, v. 13, n. 3, p. 319, 1989. Disponível em: https://doi.org/10.2307/249008. Acesso em: 9 set. 2024. DOI: https://doi.org/10.2307/249008

DE MELLO SILVA, M. F.; DE VARGAS, E. R. Quality Assurance Systems: Enemies or Allies of Innovation in Higher Education Institutions?. Quality Assurance in Education, v. 30, n. 1, p. 1–18, 2021. Disponível em: https://doi.org/10.1108/qae-09-2020-0116. Acesso em: 12 set. 2024. DOI: https://doi.org/10.1108/QAE-09-2020-0116

DIENER, E. Subjective Well-Being: The Science of Happiness and a Proposal for a National Index. American Psychologist, v. 55, n. 1, p. 34–43, 2000. Disponível em: https://doi.org/10.1037/0003-066x.55.1.34. Acesso em: 15 set. 2024. DOI: https://doi.org/10.1037//0003-066X.55.1.34

DIPONEGRO, A. M.; HANURAWAN, F. Creativity, Curiosity, Open Mindedness, Love of Learning, and Perspective Character Strengths in Students’ Wellbeing During the COVID-19 Pandemic. KnE Social Sciences, 2022. Disponível em: https://doi.org/10.18502/kss.v7i1.10203. Acesso em: 18 set. 2024. DOI: https://doi.org/10.18502/kss.v7i1.10203

GADO, S.; KEMPEN, R.; LINGELBACH, K.; BIPP, T. Artificial Intelligence in Psychology: How Can We Enable Psychology Students to Accept and Use Artificial Intelligence?. Psychology Learning & Teaching, v. 21, n. 1, p. 37–56, 2021. Disponível em: https://doi.org/10.1177/14757257211037149. Acesso em: 22 set. 2024. DOI: https://doi.org/10.1177/14757257211037149

GALLAGHER, M.; BREINES, M. Surfacing Knowledge Mobilities in Higher Education: Reconfiguring the Teacher Function Through Automation. Learning Media and Technology, v. 46, n. 1, p. 78–90, 2020. Disponível em: https://doi.org/10.1080/17439884.2021.1823411. Acesso em: 25 set. 2024. DOI: https://doi.org/10.1080/17439884.2021.1823411

GHOBAKHLOO, M. et al. Behind the Definition of Industry 5.0: A Systematic Review of Technologies, Principles, Components, and Values. Journal of Industrial and Production Engineering, v. 40, n. 6, p. 432–447, 2023. Disponível em: https://doi.org/10.1080/21681015.2023.2216701. Acesso em: 1 out. 2024. DOI: https://doi.org/10.1080/21681015.2023.2216701

GHOBAKHLOO, M. Industry 4.0, Digitization, and Opportunities for Sustainability. Journal of Cleaner Production, v. 252, p. 119869, 2019. Disponível em: https://doi.org/10.1016/j.jclepro.2019.119869. Acesso em: 28 set. 2024. DOI: https://doi.org/10.1016/j.jclepro.2019.119869

GOULART, V. G.; LIBONI, L. B.; CEZARINO, L. O. Balancing Skills in the Digital Transformation Era: The Future of Jobs and the Role of Higher Education. Industry and Higher Education, v. 36, n. 2, p. 118–127, 2021. Disponível em: https://doi.org/10.1177/09504222211029796. Acesso em: 4 out. 2024. DOI: https://doi.org/10.1177/09504222211029796

HAIM, K.; ASCHAUER, W. Innovative FOCUS: A Program to Foster Creativity and Innovation in the Context of Education for Sustainability. Sustainability, v. 16, n. 6, p. 2257, 2024. Disponível em: https://doi.org/10.3390/su16062257. Acesso em: 7 out. 2024. DOI: https://doi.org/10.3390/su16062257

HAIR, J. F.; BLACK, W. C.; BABIN, B. J.; ANDERSON, R. E. Multivariate Data Analysis. 7. ed. Pearson, 2014.

HENSER, J.; RINGLE, C. M.; SARSETTED, M. A New Criterion for Assessing Discriminant Validity in Variance-Based Structural Equation Modeling. Journal of the Academy of Marketing Science, v. 43, n. 1, p. 115–135, 2014. Disponível em: https://doi.org/10.1007/s11747-014-0403-8. Acesso em: 10 out. 2024. DOI: https://doi.org/10.1007/s11747-014-0403-8

HOLMES, W.; ANASTOPOULOU, S. What Do Students at Distance Universities Think About AI?. Proceedings of the Sixth (2019) ACM Conference on Learning, 2019. Disponível em: https://doi.org/10.1145/3330430.3333659. Acesso em: 13 out. 2024. DOI: https://doi.org/10.1145/3330430.3333659

HOMBURG, C.; KLARMANN, M.; SCHMITT, J. Handbook of Market Research. Springer, 2021. Disponível em: https://doi.org/10.1007/978-3-319-57413-4. Acesso em: 16 out. 2024. DOI: https://doi.org/10.1007/978-3-319-05542-8

IVANOV, S.; SOLIMAN, M.; TUOMI, A.; ALKATHIRI, N. A.; AL-ALAWI, A. N. Drivers of Generative AI Adoption in Higher Education Through the Lens of the Theory of Planned Behaviour. Technology in Society, v. 77, p. 102521, 2024. Disponível em: https://doi.org/10.1016/j.techsoc.2024.102521. Acesso em: 19 out. 2024. DOI: https://doi.org/10.1016/j.techsoc.2024.102521

JAVAID, M.; HALEEM, A.; SINGH, R. P.; SUMAN, R.; GONZALEZ, E. S. Understanding the Adoption of Industry 4.0 Technologies in Improving Environmental Sustainability. Sustainable Operations and Computers, v. 3, p. 203–217, 2022. Disponível em: https://doi.org/10.1016/j.susoc.2022.01.008. Acesso em: 22 out. 2024. DOI: https://doi.org/10.1016/j.susoc.2022.01.008

KAISER, H. F. An Index of Factorial Simplicity. Psychometrika, v. 39, n. 1, p. 31–36, 1974. Disponível em: https://doi.org/10.1007/bf02291575. Acesso em: 25 out. 2024. DOI: https://doi.org/10.1007/BF02291575

KAR, A. K.; KUSHWAHA, A. K. Facilitators and Barriers of Artificial Intelligence Adoption in Business – Insights from Opinions Using Big Data Analytics. Information Systems Frontiers, v. 25, n. 4, p. 1351–1374, 2021. Disponível em: https://doi.org/10.1007/s10796-021-10219-4. Acesso em: 28 out. 2024. DOI: https://doi.org/10.1007/s10796-021-10219-4

KAYA, M.; ERDEM, C. Students’ Well-Being and Academic Achievement: A Meta-Analysis Study. Child Indicators Research, v. 14, n. 5, p. 1743–1767, 2021. Disponível em: https://doi.org/10.1007/s12187-021-09821-4. Acesso em: 31 out. 2024. DOI: https://doi.org/10.1007/s12187-021-09821-4

KHINE, M. S. Application of Structural Equation Modeling in Educational Research and Practice. Springer Science & Business Media, 2013. DOI: https://doi.org/10.1007/978-94-6209-332-4

KIM, J. Effects of Creative School Environments and Future Goals on Children’s Creativity: The Mediating Effects of Perceived Happiness. Korean Society for Creativity Education, v. 22, n. 3, p. 23–39, 2022. Disponível em: https://doi.org/10.36358/jce.2022.22.3.23. Acesso em: 3 nov. 2024. DOI: https://doi.org/10.36358/JCE.2022.22.3.23

KIM, J.; MERRILL, K., JR.; COLLINS, C. AI as a Friend or Assistant: The Mediating Role of Perceived Usefulness in Social AI vs. Functional AI. Telematics and Informatics, v. 64, p. 101694, 2021. Disponível em: https://doi.org/10.1016/j.tele.2021.101694. Acesso em: 6 nov. 2024. DOI: https://doi.org/10.1016/j.tele.2021.101694

KIM, T.; USMAN, U.; GARVEY, A.; DUHACHEK, A. Artificial Intelligence in Marketing and Consumer Behavior Research. Journal not provided, 2023. DOI: https://doi.org/10.1561/1700000078

LEEDDY, M.; MCCREANOR, N. The Potential Utilisation of Artificial Intelligence (AI) in Enterprises. International Journal of Innovation and Economic Development, v. 9, n. 6, p. 7–21, 2024. Disponível em: https://doi.org/10.18775/ijied.1849-7551-7020.2015.96.2003. Acesso em: 9 nov. 2024. DOI: https://doi.org/10.18775/ijied.1849-7551-7020.2015.96.2003

LIANG, N.; SARAF, N.; HU, N.; XUE, N. Assimilation of Enterprise Systems: The Effect of Institutional Pressures and the Mediating Role of Top Management. MIS Quarterly, v. 31, n. 1, p. 59, 2018. Disponível em: https://doi.org/10.2307/25148781. Acesso em: 10 nov. 2024. DOI: https://doi.org/10.2307/25148781

LIU, Y. et al. Generative Artificial Intelligence and Its Applications in Materials Science: Current Situation and Future Perspectives. Journal of Materiomics, v. 9, n. 4, p. 798–816, 2023. Disponível em: https://doi.org/10.1016/j.jmat.2023.05.001. Acesso em: 10 nov. 2024. DOI: https://doi.org/10.1016/j.jmat.2023.05.001

MAHMOOD, T.; MUBARIK, M. S. Balancing Innovation and Exploitation in the Fourth Industrial Revolution: Role of Intellectual Capital and Technology Absorptive Capacity. Technological Forecasting and Social Change, v. 160, p. 120248, 2020. Disponível em: https://doi.org/10.1016/j.techfore.2020.120248. Acesso em: 12 out. 2024. DOI: https://doi.org/10.1016/j.techfore.2020.120248

MORRIS, T. H.; KÖNIG, P. D. Self-Directed Experiential Learning to Meet Ever-Changing Entrepreneurship Demands. Education + Training, v. 63, n. 1, p. 23–49, 2020. Disponível em: https://doi.org/10.1108/et-09-2019-0209. Acesso em: 15 out. 2024. DOI: https://doi.org/10.1108/ET-09-2019-0209

NÚÑEZ-CANAL, M.; DE LAS MERCEDES DE OBESSO, M.; PÉREZ-RIVERO, C. A. New Challenges in Higher Education: A Study of the Digital Competence of Educators in Covid Times. Technological Forecasting and Social Change, v. 174, p. 121270, 2021. Disponível em: https://doi.org/10.1016/j.techfore.2021.121270. Acesso em: 18 out. 2024. DOI: https://doi.org/10.1016/j.techfore.2021.121270

OKOYE, K. et al. Impact of Digital Technologies Upon Teaching and Learning in Higher Education in Latin America: An Outlook on the Reach, Barriers, and Bottlenecks. Education and Information Technologies, v. 28, n. 2, p. 2291–2360, 2022. Disponível em: https://doi.org/10.1007/s10639-022-11214-1. Acesso em: 21 out. 2024. DOI: https://doi.org/10.1007/s10639-022-11214-1

OKUNLAYA, R. O.; ABDULLAH, N. S.; ALIAS, R. A. Artificial Intelligence (AI) Library Services Innovative Conceptual Framework for the Digital Transformation of University Education. Library Hi Tech, v. 40, n. 6, p. 1869–1892, 2022. Disponível em: https://doi.org/10.1108/lht-07-2021-0242. Acesso em: 24 out. 2024. DOI: https://doi.org/10.1108/LHT-07-2021-0242

ÖZTEMEL, K.; YILDIZ-AKYOL, E. The predictive role of happiness, social support, and future time orientation in career adaptability. Journal of Career Development, v. 48, n. 3, p. 199–212, 2019. Disponível em: https://doi.org/10.1177/0894845319840437. Acesso em: 27 out. 2024. DOI: https://doi.org/10.1177/0894845319840437

PILLAI, R.; SIVATHANU, B. Adoption of AI-Based Chatbots for Hospitality and Tourism. International Journal of Contemporary Hospitality Management, v. 32, n. 10, p. 3199–3226, 2020. Disponível em: https://doi.org/10.1108/ijchm-04-2020-0259. Acesso em: 30 out. 2024. DOI: https://doi.org/10.1108/IJCHM-04-2020-0259

RAHMAN, M.; MING, T. H.; BAIH, T. A.; SARKER, M. Adoption of Artificial Intelligence in Banking Services: An Empirical Analysis. International Journal of Emerging Markets, v. 18, n. 10, p. 4270–4300, 2021. Disponível em: https://doi.org/10.1016/j.ijoem.2020.07.019. Acesso em: 2 nov. 2024. DOI: https://doi.org/10.1108/IJOEM-06-2020-0724

RIBEIRO, J.; LIMA, R.; ECKHARDT, T.; PAIVA, S. Robotic Process Automation and Artificial Intelligence in Industry 4.0 – A Literature Review. Procedia Computer Science, v. 181, p. 51–58, 2021. Disponível em: https://doi.org/10.1016/j.procs.2021.01.104. Acesso em: 5 nov. 2024. DOI: https://doi.org/10.1016/j.procs.2021.01.104

RODRÍGUEZ-ABITIA, G.; MARTÍNEZ-PÉREZ, S.; RAMIREZ-MONTOYA, M. S.; LOPEZ-CAUDANA, E. Digital Gap in Universities and Challenges for Quality Education: A Diagnostic Study in Mexico and Spain. Sustainability, v. 12, n. 21, p. 9069, 2020. Disponível em: https://doi.org/10.3390/su12219069. Acesso em: 7 nov. 2024. DOI: https://doi.org/10.3390/su12219069

SALAZAR-ALTAMIRANO, M. A.; GALVÁN-VELA, E.; RAVINA-RIPOLL, R.; BELLO-CAMPUZANO, M. R. Exploring job satisfaction in fitness franchises: a study from a human talent perspective. BMC Psychology, v. 12, n. 1, 2024. Disponível em: https://doi.org/10.1186/s40359-024-01855-x. Acesso em: 8 nov. 2024. DOI: https://doi.org/10.1186/s40359-024-01855-x

SALVADORINHO, J.; TEIXEIRA, L. Happy and Engaged Workforce in Industry 4.0: A New Concept of Digital Tool for HR Based on Theoretical and Practical Trends. Sustainability, v. 15, n. 3, p. 2781, 2023. Disponível em: https://doi.org/10.3390/su15032781. Acesso em: 9 nov. 2024. DOI: https://doi.org/10.3390/su15032781

SHETU, S. F. et al. Impactful E-Learning Framework: A New Hybrid Form of Education. Current Research in Behavioral Sciences, v. 2, p. 100038, 2021. Disponível em: https://doi.org/10.1016/j.crbeha.2021.100038. Acesso em: 10 nov. 2024. DOI: https://doi.org/10.1016/j.crbeha.2021.100038

SKRZYPIEC, G. et al. A Global Study of the Wellbeing of Adolescent Students During the COVID-19 2020 Lockdown. School Mental Health, 2024. Disponível em: https://doi.org/10.1007/s12310-024-09678-2. Acesso em: 10 out. 2024. DOI: https://doi.org/10.1007/s12310-024-09678-2

SOLEKHAH, H. Indonesian Secondary School Students’ Happiness at the Beginning of Covid-19 Pandemic. International Journal of Theory and Application in Elementary and Secondary School Education, v. 3, n. 1, p. 1–14, 2021. Disponível em: https://doi.org/10.31098/ijtaese.v3i1.401. Acesso em: 12 out. 2024. DOI: https://doi.org/10.31098/ijtaese.v3i1.401

STOCKINGER, K.; RINAS, R.; DAUMILLER, M. Student Adaptability, Emotions, and Achievement: Navigating New Academic Terrains in a Global Crisis. Learning and Individual Differences, v. 90, p. 102046, 2021. Disponível em: https://doi.org/10.1016/j.lindif.2021.102046. Acesso em: 15 out. 2024. DOI: https://doi.org/10.1016/j.lindif.2021.102046

TAN, C.; TAN, S.; HASHIM, I. H. M.; LEE, M.; ONG, A. W.; YAACOB, S. N. B. Problem-Solving Ability and Stress Mediate the Relationship Between Creativity and Happiness. Creativity Research Journal, v. 31, n. 1, p. 15–25, 2019. Disponível em: https://doi.org/10.1080/10400419.2019.1568155. Acesso em: 17 out. 2024. DOI: https://doi.org/10.1080/10400419.2019.1568155

THORNHILL-MILLER, B. et al. Creativity, Critical Thinking, Communication, and Collaboration: Assessment, Certification, and Promotion of 21st Century Skills for the Future of Work and Education. Journal of Intelligence, v. 11, n. 3, p. 54, 2023. Disponível em: https://doi.org/10.3390/jintelligence11030054. Acesso em: 19 out. 2024. DOI: https://doi.org/10.3390/jintelligence11030054

VENKATESH, V. Determinants of Perceived Ease of Use: Integrating Control, Intrinsic Motivation, and Emotion into the Technology Acceptance Model. Information Systems Research, v. 11, n. 4, p. 342–365, 2000. Disponível em: https://doi.org/10.1016/j.isre.2000.06.002. Acesso em: 21 out. 2024. DOI: https://doi.org/10.1287/isre.11.4.342.11872

WAMBA-TAGUIMDJE, S.; WAMBA, S. F.; KAMDJOUG, J. R. K.; WANKO, C. E. T. Influence of Artificial Intelligence (AI) on Firm Performance: The Business Value of AI-Based Transformation Projects. Business Process Management Journal, v. 26, n. 7, p. 1893–1924, 2020. Disponível em: https://doi.org/10.1108/bpmj-10-2019-0411. Acesso em: 24 out. 2024. DOI: https://doi.org/10.1108/BPMJ-10-2019-0411

WANG, C.; TEO, T. S.; JANSSEN, M. Public and Private Value Creation Using Artificial Intelligence: An Empirical Study of AI Voice Robot Users in Chinese Public Sector. International Journal of Information Management, v. 61, p. 102401, 2021. Disponível em: https://doi.org/10.1016/j.ijinfomgt.2021.102401. Acesso em: 27 out. 2024. DOI: https://doi.org/10.1016/j.ijinfomgt.2021.102401

WANG, S.; SUN, Z.; CHEN, Y. Effects of Higher Education Institutes’ Artificial Intelligence Capability on Students’ Self-Efficacy, Creativity and Learning Performance. Education and Information Technologies, v. 28, n. 5, p. 4919–4939, 2022. Disponível em: https://doi.org/10.1007/s10639-022-11338-4. Acesso em: 30 out. 2024. DOI: https://doi.org/10.1007/s10639-022-11338-4

WANG, Y.; LIU, C.; TU, Y. Factors Affecting the Adoption of AI-Based Applications in Higher Education: An Analysis of Teachers’ Perspectives Using Structural Equation Modeling. Directory of Open Access Journals (DOAJ), 2021. Disponível em: https://doaj.org/article/e2fe5622b1fa4f88a3f1f90285a4126a. Acesso em: 2 nov. 2024.

YUAN, K.; CHAN, W. Measurement Invariance via Multigroup SEM: Issues and Solutions with Chi-Square-Difference Tests. Psychological Methods, v. 21, n. 3, p. 405–426, 2016. Disponível em: https://doi.org/10.1037/met0000080. Acesso em: 5 nov. 2024. DOI: https://doi.org/10.1037/met0000080

ZAHLAN, A.; RANJAN, R. P.; HAYES, D. Artificial Intelligence Innovation in Healthcare: Literature Review, Exploratory Analysis, and Future Research. Technology in Society, v. 74, p. 102321, 2023. Disponível em: https://doi.org/10.1016/j.techsoc.2023.102321. Acesso em: 5 nov. 2024. DOI: https://doi.org/10.1016/j.techsoc.2023.102321

ZHENG, X. et al. Primary School Students’ Online Learning During Coronavirus Disease 2019: Factors Associated With Satisfaction, Perceived Effectiveness, and Preference. Frontiers in Psychology, v. 13, 2022. Disponível em: https://doi.org/10.3389/fpsyg.2022.784826. Acesso em: 6 nov. 2024. DOI: https://doi.org/10.3389/fpsyg.2022.784826

ZHOU, J.; GEORGE, J. M. When Job Dissatisfaction Leads to Creativity: Encouraging the Expression of Voice. Academy of Management Journal, v. 44, n. 4, p. 682–696, 2001. Disponível em: https://doi.org/10.2307/3069410. Acesso em: 8 nov. 2024. DOI: https://doi.org/10.2307/3069410

Published

2025-03-17

How to Cite

SALAZAR-ALTAMIRANO, Mario Alberto; MARTÍNEZ-ARVIZU, Orlando Josué; GALVÁN-VELA, Esthela; RAVINA-RIPOLL, Rafael; HERNÁNDEZ-ARTEAGA, Lorena Gabriela; GÓMEZ SÁNCHEZ, David. AI as a facilitator of creativity and wellbeing in business students: A multigroup approach between public and private universities . Encontros Bibli: electronic journal of library science, archival science and information science, Florianópolis/SC, Brasil, v. 30, p. 1–30, 2025. DOI: 10.5007/1518-2924.2025.e103485. Disponível em: https://periodicos.ufsc.br/index.php/eb/article/view/103485. Acesso em: 6 dec. 2025.

Issue

Section

Dossier: News scenarios of the Digital Society and the challenges of Generative Artificial Intelligence