What This Shows: This visualization maps how articles assign causality and agency between AI and humans. When we say "AI transforms education" vs. "Teachers use AI to transform education," we're making different claims about who has power and control.

Why It Matters: Attribution patterns reveal implicit assumptions about technology's role in education. AI-driven narratives may obscure human decision-making, while human-centered narratives may underestimate systemic constraints.

How to Interpret: Blue = AI as primary agent. Orange = human control. Circle size = quality score. Hover for details, click to read article.