Discrimination expert witnesses analyze workplace, housing, education, and public accommodation practices to assess unequal treatment and bias. They are often labor economists, HR professionals, statisticians, psychologists, or civil rights scholars who evaluate policies, pay and promotion data, hiring decisions, and organizational culture against anti-discrimination standards and industry norms.