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> People fish for peer reviews that paint the rosiest picture.

I found this happening when our firm used KPI metrics (key performance indicators). Whichever metric management emphasized, those would shoot way up via ... weird methods (all sorts of finagling, but not necessarily helping overall firm performance). Every time they optimized for some other lever it would have all sorts of unintended outcomes on other metrics and overall people spent more time trying to get around the system and increase their metrics than just doing a good job. System was scrapped < 12 mo later.




Don't reward raw metrics. Goodhart's law is too real in this context.




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