Time-dependent Data Modeling

From The Foundation for Best Practices in Machine Learning

Time-dependent Data Modeling

Control

Document and assess whether all time-dependent aspects of data generation (including but not limited to gathering, calibration, cleaning, and annotation), data modeling and data usage are specified and incorporated in Model design and Product Definition(s).


Aim

To (a) prevent data leakage and other forms of "time traveling" information leading to inaccurate representations of the data and/or Data Subjects; and (b) highlight associated risks that might occur in the Product Lifecycle.


Additional Information