Target Subjectivity

From The Foundation for Best Practices in Machine Learning

Target Subjectivity

Control

Document and assess whether the Target Feature(s) objectively represent Product Domain(s). If subjective, consider refining Product Definition(s), choosing a different Target Feature, or taking measures to promote the objectivity of Product Outcomes.


Aim

To (a) ensure that Product Outcomes are representative of subpopulations and applications, and are not misinterpreted; (b) ensure that Models are optimized only and precisely according to Product Definitions; and (c) highlight associated risks that might occur in the Product Lifecycle.


Additional Information