Human–AI co-creation among Gen Z to build knowledge and learning effectiveness
Abstract
The objective of this study is to evaluate the influence of human-AI co-creation on learning effectiveness and to assess the intermediary role of Engagement, Thinking Skills, and Knowledge Co-creation. A survey instrument was employed in this empirical study, designed by combining Self-Determination Theory, Connectivism, and Constructivism. The data was collected through a questionnaire from 415 Gen Z adults. PLS-SEM technique was used to carry out quantitative analysis. The results pointed out a significant association between students' psychological need satisfaction and Cognitive Engagement, with the effect of Perceived Autonomy and Perceived Competence evenly balanced, while Perceived Relatedness wielded a stronger influence on Cognitive Engagement. The findings also unveiled that AI interaction quality had a better influence on Cognitive engagement compared to Trust in AI and perceived agency of AI. Furthermore, the results demonstrated a significant positive impact of Cognitive Engagement on the development of thinking skills. This consequently influenced knowledge co-creation, ultimately leading to enhanced learning effectiveness. This study has implications for educational setups and training organizations to adopt Gen AI for co-creation, and guides policymakers in designing relevant policies to responsibly use Gen AI for co-creation.
Fields of Study & Subjects
AI in Service Interactions
Artificial Intelligence in Healthcare and Education
Knowledge Management and Sharing
Publication details
- Journal / source
- Scientific Reports
- Publisher
- Springer Science and Business Media LLC
- Volume
- 16
- Issue
- 1
- Publication date
- 11 May 2026
- Language
- EN