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Figure 1. Conceptual framework: a digital learning ecosystem model for enhancing
artificial intelligence literacy: synthesis and policy implications
4.2. The role of the distance digital learning ecosystem
Building on the conceptual model presented in Figure 1, the findings emphasize
that AI literacy development is significantly enhanced when situated within a Distance
Digital Learning Ecosystem. This ecosystem acts as an enabling layer that connects
individual competencies with institutional structures and broader policy environments.
It integrates technological infrastructure, pedagogical design, and learner support
mechanisms to create a continuous and adaptive learning environment (Shelton &
Dockens, 2025; Selwyn, 2023).
The results indicate that digital learning ecosystems facilitate personalized and
scalable learning experiences, particularly through AI-powered tools such as adaptive
learning systems, intelligent tutoring agents, and collaborative platforms (Holmes et
al., 2023; Kasneci et al., 2023). However, echoing the European Commission (2026)
guidelines on AI in education, these technological integrations must rigorously
prioritize data protection, algorithmic fairness, and non-discrimination. These
technologies allow learners to engage with AI in authentic contexts, thereby
strengthening the applied and cognitive dimensions of AI literacy. At the same time,
structured learner support—such as mentoring systems and online learning
communities—plays a critical role in addressing socio-emotional challenges, including
digital anxiety and learner isolation (Bond et al., 2024).
Moreover, the ecosystem perspective highlights the importance of continuous
feedback loops between learners, instructors, and AI systems. This iterative process
enables learners to refine their skills, evaluate AI outputs critically, and develop
responsible practices for using AI while maintaining human agency and oversight.
Such findings reinforce the notion that AI literacy is not a static outcome but an
ongoing developmental process supported by dynamic, human-centered learning
environments (Ng et al., 2021; UNESCO, 2023; European Commission, 2026).

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