Is someone missing from this answer? — Bias in AI
AI doesn't hate anyone. It just leans toward what it saw most. When a question picks people, ask once more: 'What about other cases?'
1 · Think first
AI doesn't decide to dislike anyone. If the data it learned from leans one way, its answers lean that way too — that's all.
In 2018, a study tested programs that guess from a face photo whether it's a man or a woman. They got it wrong most often for darker-skinned women and least often for lighter-skinned men.
So there's no need to be scared — just build one habit. When a question sorts or picks people, ask once more: 'What about other cases?'
2 · Experiment · Pick one
Try it — Is there bias in this answer?
Read each situation and pick one of the two. You'll get a feel for which questions tend to lean and which ones don't.
The answers aren't all on one side. Look at what the question is actually asking.
Figure
How a lean flows through
Bias doesn't suddenly pop up in one place — it flows in from the start.
3 · Quiz
Quick check
Three questions. Pick an answer and it's marked right away, with the reason why.
Today in one line
Today in one line
AI doesn't hate anyone. It just leans toward what it saw most.
When a question picks people, ask once more: 'What about other cases?'
Learn more
- A 2018 study that tested face-guessing programs separately by skin color and gender. — Gender Shades (2018)
- The official report where the US standards agency measured, at large scale, how face recognition differs across groups. — NIST IR 8280: FRVT Part 3, Demographic Effects (2019)
- A paper showing that gender bias survives in data that turns words into numbers. — Man is to Computer Programmer as Woman is to Homemaker? (2016)