AI can reliably measure hard-to-survey characteristics at the individual level, but only when you have rich background data available—it's most useful for filling gaps in existing datasets rather than replacing surveys entirely.
Researchers developed AICOME, a framework for validating whether AI-generated measures of occupational and social characteristics can accurately recover both individual and group-level effects in statistical models.