Data Definitions and Measurements: Training & Production Data

Data Definitions and Measurements: Training & Production Data

Control

Define and deploy methods by which to detect the degree to which data sources in Model training and production have the same definitions and measurement scales .

Aim

To (a) reduce nonsensical predictions of the Model due to (i) missing data, (ii) lack of data incorporated, or (iii) data measurement scaling, encoding and/or meaning; (b) to reduce the discrepancy between training and production data; and (c) highlight associated risks that might occur in the Product Lifecycle.