See the prompt from yesterday's article on HN about the ChatGPT outage.[1]
For example, all of a given occupation should not be the same gender or race. ... Use all possible different descents with equal probability. Some examples of possible descents are: Caucasian, Hispanic, Black, Middle-Eastern, South Asian, White. They should all have equal probability.
Not the distribution that exists in the population.