Use the probabilities as decision support with calibrated | AIGP
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Use the probabilities as decision support with calibrated: Which governance response is most appropriate?

AIGP Understanding the Foundations of AI Governance Medium

Probabilities should inform inspection decisions while review accounts for uncertainty and sensor quality.

The question

An energy company’s maintenance model assigns failure probabilities to turbines. Engineers decide whether to inspect equipment, and probability reliability varies with sensor quality. Which governance response is most appropriate?

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  1. Automate inspections whenever the probability exceeds a threshold.
    A threshold may be useful in a controlled procedure, but automatic action alone ignores uncertainty, sensor limitations, and the need for context-appropriate oversight.
  2. Use the probabilities as decision support with calibrated review. ✓
    The estimates can inform inspection decisions, but review should account for uncertainty, sensor quality, calibration, and error consequences.
  3. Convert high probabilities into confirmed failures.
    A high probability remains an uncertain estimate and is not equivalent to confirmation of a failure.
  4. Govern only the sensor calibration process.
    Sensor quality is important, but governance must also address the model, probabilistic output, human use, and maintenance consequences.
The trap
Separate estimated likelihood from confirmed fact, then assess reliability and decision consequences.

How to remember it

Probabilities should inform inspection decisions while review accounts for uncertainty and sensor quality.

How many of these would you get right?

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