Sector-Specific Fairness in AI: A Quasi-Optimization Weight Learning Framework for Critical Industries
The "one-size-fits-all" paradigm for AI fairness poorly accommodates industrial heterogeneity across healthcare, finance, education, and manufacturing. Uniform fairness enforcement may increase medical misdiagnosis by 12% and distort credit pricing by 18%. This paper proposes a Quasi-Optimization Weight Learning (QOWL)...