Enduring Bias Estimation

From The Foundation for Best Practices in Machine Learning

Enduring Bias Estimation

Control

Document and assess whether exclusions from Product usage might perpetuate pre-existing societal inequalities between (Sub)populations. If present, take measures to mitigate societal inequalities perpetuation in Model design, exploration, development, and production.


Aim

To (a) ensure the non-prejudicial spread of Model Outcomes; and (b) highlight associated risks that might occur in the Product Lifecycle.


Additional Information