The AI DK Effect

The AI Transformation Dunning-Kruger Effect: Why Executive Judgment Matters More Than Ever examines a critical but often overlooked risk in enterprise AI transformation: flawed executive judgment. As organizations accelerate AI investment, leaders may overestimate their transformation competence while underestimating the organizational, governance, data, and execution challenges required to create sustainable business value. This executive briefing introduces the AI Transformation Dunning-Kruger Effect (AI DK) and explores how cognitive bias, overconfidence, and insufficient transformation expertise can influence high-impact decisions. It also introduces the Executive Value Architect (EVA) as an approach for aligning AI investments, organizational capabilities, governance, and execution with measurable enterprise value