If truth is irrelevant then just return random output and call it a day. The reality is, truth is relevant and sometimes the truth is inconvenient. Tech worker

If truth is irrelevant then just return random output and call it a day. The reality is, truth is relevant and sometimes the truth is inconvenient. Tech workers may want to build an AI that measures risk of recidivism that produces uniform risks across race and gender. But the truth is, rates of recidivism is not the same across all groups. If we produce the desired outcome of equal reporting of risk, then the consequence is that men have their risk underreported to put them on parity with women, or vice versa.