Part III · Chapter 34Version 1.2 · 5 November 202624 min read
Distribution Shift and Emerging Discrimination
Key message
A system found fair on historical data can become discriminatory after deployment as populations, base rates and relationships change; which fairness properties survive depends on the structure of the shift, so fairness must be monitored, not certified once.
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