Target Feature Definition Stability

From The Foundation for Best Practices in Machine Learning
Technical Best Practices > Performance Robustness > Target Feature Definition Stability

Target Feature Definition Stability

Control

Document and assess - both technically and conceptually - the historic and prospective stability of the Target Feature definition. If unstable, consider refining Product Definitions and/or choosing a different Target Feature.


Aim

To (a) assess the need for Model design and Product Definition adaptation based on Target Feature definition stability; and (b) highlight associated risks that might occur in the Product Lifecycle.


Additional Information