Four major LLMs generate occupational personas whose race and gender distributions deviate from U.S. workforce data in shared, patterned ways: White and Black workers are underrepresented while Hispanic and Asian workers are overrepresented, and demographic skews are exaggerated.
Title resolution pending
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.HC 1years
2025 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
Generating the Modal Worker: A Cross-Model Audit of Race and Gender in LLM-Generated Personas Across 41 Occupations
Four major LLMs generate occupational personas whose race and gender distributions deviate from U.S. workforce data in shared, patterned ways: White and Black workers are underrepresented while Hispanic and Asian workers are overrepresented, and demographic skews are exaggerated.