Table 3.
Ethical position |
Fairness gap | Direct unfairness | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
Baseline | Counterfactual simulations |
Baseline | Counterfactual simulations |
||||||||
Educ1 | Educ2 | Exercise | Gender | Educ1 | Educ2 | Exercise | Gender | ||||
ALLILLEG | 0.0239 | 0.0183 | 0.0215 | 0.0167 | 0.0158 | 0.0239 | 0.0183 | 0.0215 | 0.0167 | 0.0158 | |
CONTROL | 0.0229 | 0.0174 | 0.0206 | 0.0161 | 0.0149 | 0.0102 | 0.0072 | 0.0089 | 0.0064 | 0.0058 | |
PREF | 0.0239 | 0.0182 | 0.0215 | 0.0168 | 0.0157 | 0.0146 | 0.0121 | 0.0131 | 0.0146 | 0.0094 | |
PREFA | 0.0239 | 0.0182 | 0.0215 | 0.0167 | 0.0157 | 0.0218 | 0.0158 | 0.0192 | 0.0170 | 0.0148 | |
STAND | 0.0061 | 0.0031 | 0.0047 | 0.0041 | 0.0047 | 0.0002 | 0.0001 | 0.0001 | 0.0001 | 0.0002 | |
SES | 0.0020 | 0.0005 | 0.0012 | 0.0011 | 0.0015 | <0.0001 | <0.0001 | <0.0001 | <0.0001 | <0.0001 | |
REG | <0.0001 | <0.0001 | <0.0001 | <0.0001 | <0.0001 | <0.0001 | <0.0001 | <0.0001 | <0.0001 | <0.0001 | |
0.1039 | 0.0850 | 0.0971 | 0.0814 | 0.0761 | 0.1039 | 0.0850 | 0.0971 | 0.0814 | 0.0761 |