Application Application: practice structured forecasting with real inputs.
Applied Forecasting

Build a Structured Forecast

Use base rates, distinguishing details, and reference classes to land on a defensible probability.

This is a hands-on forecast. You will build every step.

Learning Objectives

By the end, you will be able to:

  1. Anchor a forecast using a base rate.
  2. Adjust the base rate with distinguishing details.
  3. Select reference classes to calibrate your estimate.
  4. Explain your final probability in plain language.

Recall from Fermi: Break the unknown into parts. Use that logic when selecting base rates and details.

Scenario

Initial gut reaction (optional)

Record your quick estimate before the structured steps.

Optional. You can skip this.
Learning Debrief

What You Just Learned

  • Anchor with base rates before adjusting for details.
  • Use reference classes to avoid overconfidence.
  • State your final probability clearly and defend the path to it.
  • Document how each step changed your estimate.

Applying This to Cyber Risk

Use structured forecasts to explain risk without relying on gut feel.

Material Breach Probability

Combine industry base rates with your controls and exposure to land on a defensible annual probability.

Vulnerability Exploitation Window

Start with a public exploit rate, then adjust for internet exposure, patch cadence, and adversary interest.