NIST SP-1270 Towards a Standard for Identifying and Managing Bias in Artificial Intelligence

https://www.nist.gov/publications/towards-standard-identifying-and-managing-bias-artificial-intelligence

“Specifically, this special publication:

  • describes the stakes and challenge of bias in artificial intelligence and provides examples of how and why it can chip away at public trust;
  • identifies three categories of bias in AI — systemic, statistical, and human — and describes how and where they contribute to harms;
  • describes three broad challenges for mitigating bias — datasets, testing and evaluation, and human factors — and introduces preliminary guidance for addressing them.”