Giulio Filippi, Sara Zannone, Airlie Hilliard, Adriano Koshiyama
TL;DR本文讨论了 Local Law 144 对于自动决策工具中的偏见检测指标不足的问题,并提出了可能的替代指标。通过对一些理论例子和实际数据的对比,我们发现新的指标更能准确地检测出偏见。
Abstract
The use of automated decision tools in recruitment has received an increasing amount of attention. In November 2021, the New York City Council passed a legislation (Local Law 144) that mandates bias audits of automated