CPC G06Q 40/08 (2013.01) [G06Q 10/20 (2013.01); G06Q 20/102 (2013.01); G06Q 30/0206 (2013.01); G06Q 30/0215 (2013.01); G06Q 30/0282 (2013.01); G06Q 40/02 (2013.01); G06Q 50/40 (2024.01); G07C 5/008 (2013.01); G07C 5/0808 (2013.01); G07C 5/085 (2013.01); G10L 15/1822 (2013.01)] | 17 Claims |
1. A data analytics computing device in communication with a transportation network company (“TNC”) computing device that is associated with a TNC, and a vehicle computing device associated with a vehicle that at least periodically operates as part of the TNC, the data analytics computing device having at least one processor in communication with at least one memory, the at least one processor configured to:
receive telematics data from the vehicle computing device, the telematics data associated with operation of the vehicle and collected by a plurality of sensors associated with the vehicle;
generate, using one or more machine learning programs, a driving model of a driver of the vehicle trained using the telematics data collected while the driver is operating the vehicle and ratings of the driver while operating the vehicle as part of the TNC;
receive additional telematics data, additional ratings of the driver for a more recent operation of the vehicle, and environment data indicative of current environmental conditions of an area where the vehicle is being operated;
receive, in real-time from the TNC computing device, vehicle usage data indicative of a current demand of vehicles as compared to a current supply of vehicles operating as part of the TNC;
further train, using the one or more machine learning programs, the driving model by applying the additional telematics data, the additional ratings, the environment data, and the vehicle usage data to the driving model;
determine, in real-time, personalized coverage for the driver currently operating the vehicle as part of the TNC by executing, in real-time, the further trained driving model; and
transmit, to a user computing device associated with the driver, the personalized coverage.
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