Patent ID: 11954603
Assignee: LIBERTY MUTUAL INSURANCE COMPANY
Field: Computer technology (Electrical engineering)
Classification: CPC G | IPC G

Claim 10:
11. The apparatus of claim 10, wherein:
the initial prediction model is configured to perform predictive data analysis in accordance with an initial model input structure characterized by a plurality of predictor variable types,
the plurality of predictor variable types comprises one or more control predictor variable types and one or more non-control predictor variable types,
each control predictor variable of the one or more control predictor variables for a training predictive entity of the one or more training predictive entities is associated with a control predictor variable type of the one or more control predictor variable types, and
each non-control predictor variable of the one or more non-control predictor variables for a training predictive entity of the one or more training predictive entities is associated with a non-control predictor variable type of the one or more non-control predictor variable types.