Rodriguez-Alvarez et al. (2026) — IES Parquesol, Moate Community School, IES Jose Jimenez Lozano, Universidad de Valladolid.
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.Related Pages
- post-covid-ict-career-aspirations — 5 of 8 papers in May 28 scan
- agentic-literacy-debt — 4 of 8 papers in May 28 scan
- genai-minoritized-knowledges-disability — how AI surface competency masks deeper epistemic exclusion
- over-reliance — AI overreliance and miscalibration patterns
- cognitive-offloading-speedup-illusion — Speedup illusion and AI cognitive offloading
- ai-literacy — AI literacy frameworks and interventions
- ai-fatigue-academic-contexts — AI fatigue as a 5-dimension construct
- genai-assessment-governance — GenAI governance in STEM assessment framework
- k-12 — K-12 education and AI