Thread 02 · Technology and Dehumanization · September 20, 2026

Draw me a judge

In 2023, a Bloomberg analysis showed that an image generator amplified gender and skin-colour stereotypes. A tool that makes images also makes places for people.

1 · The scene

Wednesday evening, at the kitchen table. A little girl borrows her father's tablet and types, letter by letter: "Draw a doctor who looks like me."

The image appears. A smiling woman, white coat, stethoscope. Straight hair, light skin. The girl frowns, deletes, starts again, adding "with braids." The result changes a little, not enough. She pushes the tablet away. "She doesn't look like me." Her father searches for what to say. In the end, he takes out some pencils and a blank sheet of paper.

Original vignette

2 · The documented case

The amplified biases of generative AI

In June 2023, two Bloomberg journalists, Leonardo Nicoletti and Dina Bass, asked the image generator Stable Diffusion for more than 5,000 portraits corresponding to 14 occupations and a few crime-related words. They then compared the results with U.S. labour market data.

Women appeared in only 3% of the images of "judge," while they make up 34% of judges in the United States. High-paying occupations were dominated by lighter skin. More than 80% of the images of "inmate" showed darker skin, while people of colour make up less than half of the U.S. prison population. The analysis concluded that the tool did not just reflect the world's biases, it amplified them.

These data are American, and the models have changed since: the analysis is a snapshot. But the question remains. Generated images circulate in presentations, textbooks and advertising. Without a word, they say who looks like a judge and who looks like a suspect. Researchers, artists and organizations are working on more representative data and on audit tools. Everyone can contribute too, by looking critically at the images they use and share.

3%of "judge" images showed a woman
34%of U.S. judges are women
80%+of "inmate" images showed darker skin

3 · The voice

“By seeing yourself or not, you learn that maybe you don't belong.”
Heather Hiles, chair of Black Girls Code, quoted by Bloomberg, 2023

4 · The question

If the images we make teach children where their place is, what images do we want to show them together?

Sources

  1. Humans Are Biased. Generative AI Is Even Worse (Bloomberg, 2023) www.bloomberg.com
  2. Is AI more biased than humans? (Marketplace, 2023) www.marketplace.org
  3. Report 3180 (AI Incident Database) incidentdatabase.ai

Every figure on this page links to a verifiable public source.

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