Modifying a now trite-but-true saying from the statistical modeling world: “All productivity metrics are wrong, but some are useful.” I imagine there will always be an infinite number of ways an employee could add value that would be inadequately reflected in any finite collection of metrics, but that does not eliminate the usefulness of good metrics. Managerial judgement is always needed to account for exceptions that require accommodation.