Invention Grant
- Patent Title: Implementing machine learning for life and health insurance claims handling
-
Application No.: US16136387Application Date: 2018-09-20
-
Publication No.: US11783422B1Publication Date: 2023-10-10
- Inventor: Gregory L Hayward , Meghan Sims Goldfarb , Nicholas U. Christopulos , Erik Donahue
- Applicant: State Farm Mutual Automobile Insurance Company
- Applicant Address: US IL Bloomington
- Assignee: State Farm Mutual Automobile Insurance Company
- Current Assignee: State Farm Mutual Automobile Insurance Company
- Current Assignee Address: US IL Bloomington
- Agency: FAEGRE DRINKER BIDDLE & REATH LLP
- Main IPC: G06Q40/08
- IPC: G06Q40/08 ; G06Q10/10 ; G06N3/08 ; G06N20/00

Abstract:
Techniques for implementing machine learning to improve claim handling are disclosed. In some scenarios, the machine-learning, analytics model may be trained in accordance with data that is relevant to insurance products, such as life and health insurance. A set of labeled historical claims each corresponding to a settlement amount may be analyzed to train an artificial neural network. A claim may be received from a user mobile device, and may be analyzed using the trained artificial neural network to predict a claim settlement, which may be used to generate a settlement offer. The settlement offer may be transmitted to the user's mobile device, and if a manifestation of acceptance is received from the user, then the claim may be automatically paid.
Information query