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Goodhart's Law in action: "When a measure becomes a target, it ceases to be a good measure.”

This sounds true and I've seen it in action. But I always wonder about the implications.

Must we keep our most important measures target free? That sounds insane, although I can see how it would improve the measurement.

So the questions is how are we supposed to set targets without our most important measures?