Preventative Process Design

From The Foundation for Best Practices in Machine Learning
Technical Best Practices > Human-Centric Design > Preventative Process Design

Preventative Process Design

Control

Document and assess whether high-risk and/or high-impact Model (sub)problems or dilemmas that are present in the Product (as determined from following the Best Practices Framework) can be mitigated or avoided by applying non-Model process and implementation solutions. If non-Model solutions are not applied, document the reasons for this, document the sustained presence of these risks and implement appropriate incident response measures.


Aim

To (a) prevent high-risk and/or high-impact Model (sub)problems or dilemmas through non-Model process and implementation solutions; and (b) highlight associated risks that might occur in the Product Lifecycle.


Additional Information