Incentive Distortion: Reward vs Value

Misaligned incentives cause systems to optimise for metrics instead of meaning. When rewards outpace real value, performance looks strong but purpose erodes.

When Fear of AI Becomes the Real Risk

Weary university administrator surrounded by towering stacks of paperwork, slumped at his desk under the weight of outdated processes.

Fear of generative AI is often framed as caution. In reality, hesitation entrenches dysfunction — leaving teams buried in duplication and burnout.

Merton’s Self-Fulfilling Prophecy: How Beliefs Create Reality

Merton’s Self-Fulfilling Prophecy explains how expectations shape behaviour in ways that make those expectations come true. Once a belief takes hold — whether accurate or not — it triggers actions that reinforce the original assumption, sustaining cycles of trust or mistrust within institutions and culture.