Measuring Non-Expert Comprehension of Machine Learning Fairness Metrics

in Study-2, two participants did not report their education level. Percent of Sample Census Study-1 Study-2 Ethnicity AI or AN 0.7 0.7 0.9 Asian or NH or PI 5.7 1.4 2.3 Black or AA 12.3 10.2 15.8 Hispanic [...] 12.2 7.7 Other 2.6 2.7 1.4 White 60.6 72.8 71.9 Education Level Less than HS 12.1 6.1 6.9 HS or equivalent 27.7 29.9 24.9 Some post-secondary 30.8 30.6 24.9 Bachelor’s and above 29.4 33.3 42.7 3.2. Study-2 [...] job offers. 3.2.2. RECRUITMENT AND PARTICIPANTS We again used the Cint service to recruit participants. Com- pensation for participation was handled in the same manner as described in §3.1.2. Because our …