Example Concept: Demographic parity is suitable when the goal is to ensure equal treatment across groups regardless of their inherent differences. It is often applied in contexts where the decision-making process should not be influenced by sensitive attributes, such as loan approvals or hiring. However, it may not be appropriate if the underlying base rates of positive outcomes differ significantly across groups, as this could lead to unintended biases or reduced accuracy.