Audit studies testing for discrimination have been criticized because applicants from different groups may not appear … unobservable determinants of productivity can still generate spurious evidence of discrimination in either direction. This paper … shows how to recover an unbiased estimate of discrimination when the correspondence study includes variation in applicant …