I wrote a dark, deliberately cynical essay comparing Apple and Roblox, two companies where I managed teams, that tried very different approaches to performance evaluation and failed in different ways.
Even if we could make these systems “fair,” I’m not convinced that’s the right goal. What people actually want isn’t better algorithms, but humane treatment and rational judgment when it matters.