medium · Project Management Professional hybrid

Briarpoint Municipal is implementing an AI-based traffic management system. The project manager wants to ensure that the system does not systematically favor affluent neighborhoods over others in signal optimization.

Which governance protocol should be applied?

  1. Perform a bias audit of the training data and the model's outcome disparity.
  2. Apply a human-in-the-loop verification for every single traffic light change.
  3. Ask the community leaders to sign off on the AI's logic before it goes live.
  4. Only use public data to train the model to avoid privacy concerns.

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