The Metrics Meta-Game

towardsdatascience.com

As the stewards of good data practice within a company, we data professionals are often asked to help set metrics, [and] there’s a whole meta-game around the process that we’re playing(...)

This topic—designing metrics that are less susceptible to "gaming"—is one that I've actually never seen covered before. And it's a very good one: often, it's actually the most important issue in setting metrics that will be used to assess an organization's (and thereby multiple individuals') performance. Why? Goodhart's Law, of course:

“Any observed statistical regularity will tend to collapse once pressure is placed upon it for control purposes.”

This is an excellent read. Highly recommended.

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