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ML Academy

Business judgmentdraft — in review

Interview question

  • stafflevel
  • 25 minsuggested time
  • 3Data scientist, ML engineer, Applied AI

The CFO asks you to report the annual business value created by the company's ML systems. Five teams each submit a number from their own A/B tests: 6.0, 5.2, 4.1, 3.0 and 2.2 million (hypothetical). Finance sees a total profit improvement of 8.0 million attributable to "anything related to ML" in the same year. How do you build a credible value statement and a process that stays credible?

Tests: Value attribution across overlapping interventions, double counting, holdouts, and governance of impact claims.

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