This inventor holds 1 USPTO granted patent and 1 published patent application. Top assignee: Caret Holdings, Inc.. Active years: 2026.
Company Filing History:
Years Active: 2026
Title: The Innovative Mind of Evan Michael Byrne
Introduction
Evan Michael Byrne is an accomplished inventor based in Columbus, OH (US). He has made significant contributions to the field of technology through his innovative patent. His work focuses on enhancing user experience by leveraging data analytics and machine learning.
Latest Patents
Evan holds a patent titled "Inferring operator characteristics from device motion data." This invention involves collecting raw sensor data from a user's device, which does not include location data. The data is preprocessed to identify driving trips during which the user had the device. The processed trip data is then fed into machine-learning models (MLMs) that predict various driving characteristics, such as estimated speeds, the number of hard brakes, and the degree of distracted driving. Additionally, the invention identifies the duration, time of day, and calendar date of each trip, which are modified into four factor values. These values are combined to create an overall driver characteristic value, which is then provided to a network service associated with the user. This allows for the modification of services based on the user's driving behavior.
Career Highlights
Evan is currently employed at Caret Holdings, Inc., where he continues to innovate and develop new technologies. His work at the company reflects his commitment to improving user experiences through data-driven solutions.
Collaborations
Evan collaborates with talented individuals such as Kyle Patrick Schmitt and Cheng Li. Their combined expertise fosters a creative environment that drives innovation within their projects.
Conclusion
Evan Michael Byrne is a notable inventor whose work in inferring operator characteristics from device motion data showcases his innovative spirit. His contributions to technology not only enhance user experiences but also pave the way for future advancements in the field.