biases manifest in really strange and unexpected ways and you’ll fail even when you try to intentionally account for them; that’s why things like facial recognition success rate correlates to the darkness of your skin or why successful ai recognition of text/speech is related how different your language is to english or mandarin.

the only way to successfully gaurd against bias in software development is to have developer teams comprised of people can naturally keep each other’s biases in check.