Defining Context-Specific Fairness Objectives

Gender bias manifests differently across applications. Fairness frameworks provide flexible definitions that can be tailored to the socio-cultural context and the specific harms being prevented. This allows for more nuanced approaches that address not just statistical fairness but also ethical and societal considerations.