We don't let a car company just throw out a car and start driving it around without checking that the wheels are fastened on. We know that would result in death; but for some reason we have no hesitation at throwing out some algorithms untested and unmonitored even when they're making very important life-and-death decisions.
Cathy O'NeilWith recidivism algorithms, for example, I worry about racist outcomes. With personality tests [for hiring], I worry about filtering out people with mental health problems from jobs. And with a teacher value-added model algorithm [used in New York City to score teachers], I worry literally that it's not meaningful. That it's almost a random number generator.
Cathy O'NeilThe most important goal I had in mind was to convince people to stop blindly trusting algorithms and assuming that they are inherently fair and objective.
Cathy O'NeilWe can't just throw something out there and assume it works just because it has math in it.
Cathy O'NeilWhen people are not given an option by some secret scoring system, it's very hard to complain, so they often don't even know that they've been victimized.
Cathy O'NeilSo much of our society as a whole is gearing us to maximize our salary or bonus. Basically, we just think in terms of money. Or, if not money, then, if you're in academia, it's prestige. It's a different kind of currency. And there's this unmeasured dimension of all jobs, which is whether it's improving the world.
Cathy O'Neil