Telematics Marketplace Model Evaluation for Multi-Party Data Sharing
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Solution Overview
Problem
Conventional telematics data collection is party-specific, requiring multiple devices for customers interested in exploring products from various parties, necessitating a need for systems and methods that enhance data collection and sharing universality.
Innovation Solution
A telematics marketplace system that collects and manages user data using sensing modules to determine telematics inferences, including predicted and actual profitability, and updates predictive models based on match evaluations.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Reliability
If conventional party-specific devices are used for telematics data collection, then each party can collect data for their own use, but customers interested in multiple parties must install multiple devices sequentially, increasing device complexity and loss of time
Solution Approach 1:
The patent implements a universal telematics data collection system where a single device or sensor module can collect and share data across multiple parties through a centralized marketplace platform. Instead of requiring separate party-specific devices, the system allows one device to serve multiple purposes and multiple customers, eliminating the need for sequential device installation while maintaining reliable data collection for each party's needs
2Reliability
If multiple party-specific devices are installed sequentially, then each party gets dedicated data collection capability, but the process loses time and reduces ease of operation
Solution Approach 1:
The system performs preliminary actions by pre-configuring a universal data collection device with the capability to serve multiple parties. The marketplace platform is established in advance with data collection infrastructure ready, so when a customer joins, the device is already configured and can immediately begin collecting data for multiple parties simultaneously, eliminating sequential installation time while maintaining party-specific data accuracy
3Adaptability or versatility
If a universal telematics marketplace is implemented, then data sharing across multiple parties is improved, but the system complexity and difficulty of managing multiple data streams increases
Solution Approach 1:
The patent introduces a marketplace platform as an intermediary that manages the complexity of universal data collection and sharing. This intermediary layer handles the coordination between the single data collection device and multiple parties, providing automated data distribution, authentication, and management functions. This reduces the burden on customers and simplifies the user experience while enabling versatile data sharing across the network
Data Source
AI summary
A computer-implemented method includes: collecting a first set of operator data associated with a first group of vehicle operators; collecting a second set of operator data associated with a second group of vehicle operators; determining and updating a first set of telematics inferences based at least on the first set of sensor data; determining and updating a second set of telematics inferences based at least on the second set of sensor data; determining a first model evaluation based at least on the first set of operator data and the first set of telematics inferences; determining a second model evaluation based at least on the second set of operator data and the second set of telematics inferences; and transmitting the first model evaluation and the second model evaluation to the marketplace participant. Other embodiments are described.