PERSON
Joy Buolamwini
The computer scientist and poet who proved that the world's leading vision systems could not see darker-skinned women—and built the institution, the audit, and the vocabulary to demand that every face be fully seen.
Joy Buolamwini came to artificial intelligence not through theory but through a mirror that could not see her. As a graduate student at the MIT Media Lab, she found that facial-detection software failed to register her dark skin until she held a white mask over her face—the machine recognized the mask and ignored the woman behind it. From that small, almost comic indignity she extracted one of the most consequential insights of the present era: that
the systems we build to perceive the world carry a gaze, and that the gaze is not neutral. Her landmark Gender Shades study, co-authored with Timnit Gebru and published in 2018, proved that commercial facial-analysis systems from the world's leading technology firms achieved near-perfect accuracy for lighter-skinned men while failing darker-skinned women at rates above one third—turning a feeling of exclusion into a benchmark that could not be waved away. She named what she found the
coded gaze, named the people it harms the
excoded