# US 12,118,493 B2 · Interactive graphical user interface for insurance claim handlers including identifying insurance claim risks and health utilizing machine learning > Agents: this data is available as JSON from the patentgrep API and MCP server — see https://patentgrep.com/llms.txt - Number: US 12,118,493 B2 - Document ID: US12118493B2 - Status: Granted - Kind: B2 - Application number: 18/457,923 - Filed: 2023-08-29 - Published: 2023-12-14 - Granted: 2024-10-15 - Earliest claimed: 2018-12-24 - Assignees: Hartford Fire Insurance Company - Applicants: Hartford Fire Insurance Company - Inventors: Courtney E. Servidone; Oksana Kamyshin; Keren Shemesh; Kari Anne Palmer; Andrew C Cushman - Web page: https://patentgrep.com/patent/US12118493B2 ## CPC - G06Q 10/0635: Risk analysis of enterprise or organisation activities - G06F 16/904: Browsing; Visualisation therefor (for navigating the web G06F16/954; browsing optimisation for the web G06F16/957) - G06N 20/00: Machine learning - G06Q 10/10: Office automation; Time management - G06Q: INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR - G06F: ELECTRIC DIGITAL DATA PROCESSING (computer systems based on specific computational models G06N) - G06N: COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS ## Abstract A system to provide an automated risk relationship resource allocation tool via back-end application computer server of an enterprise. A resource allocation data store may contain electronic records representing requested resource allocations between the enterprise and a plurality of entities. The server may receive an indication of a selected requested resource allocation and retrieve, from the resource allocation data store, the electronic record associated with the selected requested resource allocation. The server may execute a machine learning algorithm to generate an overall score for the selected requested resource allocation and generate a request health index via an analytic model for the entity associated with the selected requested resource allocation. The system may then support a graphical interactive user interface display via a distributed communication network, the interactive user interface display providing resource allocation data including the overall score and the request health index. ## Claims ### Claim 1 A system to provide a workers compensation insurance claim dashboard tool via a back-end application computer server of an enterprise, comprising: (a) a claims data store containing electronic records that represent a plurality of workers compensation insurance claims, wherein each electronic record includes an electronic record identifier and a set of data associated with attributes of the workers compensation insurance claims; (b) the back-end application computer server, coupled to the claims data store, the back-end application computer server including a processor and a memory device in communication with the processor, the memory device storing program instructions for controlling the processor, the back-end application computer server programmed to: (i) receive an indication of a selected claim, (ii) retrieve, from the claim data store, the electronic record associated with the selected claim, including the set of data associated with attributes of the selected claim, (iii) aggregate, by an insurance claim analysis tool, data included in the retrieved electronic record along with: an overall score for the selected claim generated by a machine learning algorithm trained with data associated with prior insurance claims, data received from a third-party, and information from a predictive model that utilizes data fields and text flags identified in received files, and (iv) process the aggregated data to generate display data, (c) a communication port coupled to the back-end application computer server; (d) a display device receiving the display data via the communication port and the distributed communication network, the display device presenting a graphical interactive user interface display in accordance with the received display data, the graphical interactive user interface display including: a claim detail data header; body diagrams including graphical representation of an injury incurred by a claimant associated with the selected claim; a plurality of bar graphs each indicative of a payment made with respect to the selected claim; and a plurality of dial displays each indicative of a respective attribute of the selected claim, a first one of said dial displays indicating a first claim score with respect to the selected claim, and a second one of said dial displays indicating a second claim score with respect to the selected claim; at least one of said dial displays indicating risk related data associated with the selected claim; (e) an email server, coupled to the back-end application computer server, that automatically receives information from the back-end application computer server to facilitate processing of the selected claim; and (f) a calendar application, coupled to the back-end application computer server, that automatically receives information from the back-end application computer server to facilitate processing of the selected claim. ### Claim 2 (depends on 1) The system of claim 1, wherein the graphical interactive user interface display further provides a radar map to draw attention to factors related to the selected claim that are associated with high-risk conditions. ### Claim 3 (depends on 1) The system of claim 1, further comprising: a workflow application, coupled to the back-end application computer server, that automatically receives information from the back-end application computer server to facilitate processing of the selected claim. ### Claim 4 (depends on 1) The system of claim 1, wherein the set of data associated with attributes of the workers compensation insurance claims in the claims data store includes at least one of: an insurance claim identifier; an insured name; an insurance policy identifier; a type of injury; and a status. ### Claim 5 (depends on 1) The system of claim 1, wherein the data received from the third party includes at least one of: information from medical providers; and police reports. ### Claim 6 (depends on 1) The system of claim 1, wherein one of the plurality of bar graphs on the graphical interactive user interface display comprises a total cost bar graph. ### Claim 7 (depends on 1) The system of claim 1, wherein the graphical interactive user interface display further includes information about a last payment to the claimant. ### Claim 8 (depends on 7) The system of claim 7, wherein the information about the last payment to the claimant includes at least one of: a payment type; a status; a payment date; and a link to further payment details. ### Claim 9 A computerized method to provide a workers compensation claim dashboard tool via a back-end application computer server of an enterprise, the back-end application computer server including a processor and a memory device in communication with the processor, the memory device storing program instructions for controlling the processor, the method comprising: receiving, by the processor of the back-end application computer server from a claims data store, an indication of a selected claim, wherein the claims data store contains electronic records that represent a plurality of workers compensation insurance claims, and further wherein each electronic record includes an electronic record identifier and a set of data associated with attributes of the workers compensation insurance claims; retrieving, from the claims data store, the electronic record associated with the selected claim, including the set of data associated with attributes of the selected claim; aggregating, by an insurance claim analysis tool, data included in the retrieved electronic record along with: an overall score for the selected claim generated by a machine learning algorithm trained with data associated with prior insurance claims, data received from a third-party, and information from a predictive model that utilizes data fields and text flags identified in received files; processing the aggregating data to generate display data; receiving, by a display device, the display data; presenting, by the display device, a graphical interactive user interface display in accordance with the received display data, the graphical interactive user interface display including: a claim detail data header; body diagrams including graphical representation of an injury incurred by a claimant associated with the selected claim; a plurality of bar graphs each indicative of a payment made with respect to the selected claim; and a plurality of dial displays each indicative of a respective attribute of the selected claim, a first one of said dial displays indicating a first claim score with respect to the selected claim, and a second one of said dial displays indicating a second claim score with respect to the selected claim; at least one of said dial displays indicating risk related data associated with the selected claim; automatically receiving, by an email server coupled to the back-end application computer server, information from the back-end application computer server to facilitate processing of the selected claim; and automatically receiving, by a calendar application coupled to the back-end application computer server, information from the back-end application computer server to facilitate processing of the selected claim. ### Claim 10 (depends on 9) The method of claim 9, wherein the graphical interactive user interface display further provides a radar map to draw attention to factors related to the selected claim that are associated with high-risk conditions. ### Claim 11 (depends on 9) The method of claim 9, further comprising: automatically receiving, by a workflow application coupled to the back-end application computer server, information from the back-end application computer server to facilitate processing of the selected claim. ### Claim 12 (depends on 9) The method of claim 9, wherein the set of data associated with attributes of the workers compensation insurance claims in the claims data store includes at least one of: an insurance claim identifier; an insured name; an insurance policy identifier; a type of injury; and a status. ### Claim 13 (depends on 9) The method of claim 9, wherein the data received from the third party includes at least one of: information from medical providers; and police reports. ### Claim 14 (depends on 9) The method of claim 9, wherein one of the plurality of bar graphs on the graphical interactive user interface display comprises a total cost bar graph. ### Claim 15 (depends on 9) The method of claim 9, wherein the graphical interactive user interface display further includes information about a last payment to the claimant. ### Claim 16 (depends on 15) The method of claim 15, wherein the information about the last payment to the claimant includes at least one of: a payment type; a status; a payment date; and a link to further payment details. ### Claim 17 A non-transitory, computer-readable medium storing instructions, that, when executed by a processor, cause the processor to perform a method to provide a workers compensation insurance claim dashboard tool via a back-end application computer server of an enterprise, the method comprising: receiving, by a computer processor of the back-end application computer server from a claims data store, an indication of a selected claims data store contains electronic records that represent a plurality of workers compensation insurance claims, and further wherein each electronic record includes an electronic record identifier and a set of data associated with attributes of the workers compensation insurance claims; retrieving, from the claims data store, the electronic record associated with the selected claim, including the set of data associated with attributes of the selected claim; aggregating, by an insurance claim analysis tool, data included in the retrieved electronic record along with: an overall score for the selected claim generated by a machine learning algorithm trained with data associated with prior insurance claims, data received from a third-party, and information from a predictive model that utilizes data fields and text flags identified in received files; processing the aggregated data to generate display data; receiving, by a display device, the display data; and presenting, by the display device, a graphical interactive user interface display in accordance with the received display data, the graphical interactive user interface display including: a claim detail data header; body diagrams including graphical representation of an injury incurred by a claimant associated with the selected claim; a plurality of bar graphs each indicative of a payment made with respect to the selected claim; and a plurality of dial displays each indicative of a respective attribute of the selected claim, a first one of said dial displays indicating a first claim score with respect to the selected claim, and a second one of said dial displays indicating a second claim score with respect to the selected claim; at least one of said dial displays indicating risk related data associated with the selected claim; automatically receiving, by an email server coupled to the back-end application computer server, information from the back-end application computer server to facilitate processing of the selected claim; and automatically receiving, by a calendar application coupled to the back-end application computer server, information from the back-end application computer server to facilitate processing of the selected claim. ### Claim 18 (depends on 17) The medium of claim 17, wherein the graphical interactive user interface display further provides a radar map to draw attention to factors related to the selected claim that are associated with high-risk conditions. ### Claim 19 (depends on 17) The medium of claim 17, wherein the method further comprises: automatically receiving, by a workflow application coupled to the back-end application computer server, information from the back-end application computer server to facilitate processing of the selected claim. ### Claim 20 (depends on 17) The medium of claim 17, wherein the set of data associated with attributes of the workers compensation insurance claims in the claims data store includes at least one of: an insurance claim identifier; an insured name; an insurance policy identifier; a type of injury; and a status.