Central Thesis

Most impactful events in history are:

  • Rare
  • Extreme
  • Retrospectively explainable

Traditional models systematically underestimate their importance.

Why This Matters for Risk

Black Swan thinking challenges:

  • Overreliance on historical data
  • Gaussian assumptions
  • False confidence in forecasts

Practical Risk Insight

Risk frameworks should focus less on precise prediction and more on resilience, optionality, and damage containment.