Figure5

Figure 5. Two alternative graphs for the loan application system. (a) A causal graph of the loan application system, where Race is the sensitive attribute and Loan is the decision. (b) A causal graph of the system after removing unresolved discrimination. (c) A causal graph of the system that is free of proxy discrimination.