The Illusion of Competence: Digital Literacy & AI Readiness

This multicenter study (N=243 European secondary students) systematically challenges the 'Digital Native' paradigm by demonstrating a severe confidence-competence gap in digital and AI literacy. Students report near-maximum self-efficacy in passive digital consumption (browsing, social media) but exhibit a sharp decline when evaluated on active technological creation and algorithmic logic — a collective Dunning-Kruger effect.

The AI Paradox

A particularly striking finding is the 'AI Paradox': students significantly overestimate their critical awareness of deepfakes and algorithmic biases compared to their operational AI skills. This creates a false sense of invulnerability against modern misinformation — students believe they can detect fakes but lack the practical skills to do so. This directly connects to emerging research on cognitive offloading and AI-induced miscalibration.

Context-Dependent Gender Gap

The study finds that the technology gender gap is not universal — it emerges significantly only within Technology-oriented classrooms (p=0.046), implicating stereotype threat in formal STEM environments. This has implications for how AI literacy programs should be designed and targeted, particularly in K 12 settings where self-selection into technology tracks amplifies pre-existing disparities.

Pedagogical Imperative

With 76.5% of students demanding pedagogical reform toward hands-on, active technological creation, this work aligns with calls to move beyond passive theoretical instruction. It supports the ECD-based governance frameworks that emphasize observable student competencies over abstract knowledge testing. The findings also connect to broader questions about AI fatigue — students who think they know more than they do may paradoxically disengage from learning opportunities.

Connected Concepts

Connected Articles

Citation

Rodriguez-Alvarez, N., Blanch-Marsolini, A. M., Vara-Gutierrez, S., Gil-Garcia, H., Calzon-Dueñas, J., & Rodriguez-Merino, F. (2026). The illusion of competence: Self-perceived digital literacy and AI readiness among European secondary students. arXiv:2605.26010. cs.CY.