LibraryScenariosWhen teams disagree about responsibility for algorithmic bias and fairness
Scenario

When teams disagree about responsibility for algorithmic bias and fairness

Our team developed an algorithm that works well but has clear bias in how it treats different demographic groups, and we're split on whether we have an obligation to fix it before launch when the client hasn't asked for that. Some people say bias is just reflecting reality in data, others say we're actively perpetuating harm if we don't address it.

Juana
Online
The coach is replying

More people experience this than they realize.

What we've seen

A group creating something together must decide what obligations they have to prevent their work from perpetuating systemic inequities.

Ideas that help explain it
Worth thinking about

“Where Are You with Rights — their origin and their limits?”

If this sounds familiar, the Library can help you find the bigger picture.