Estimating a rate-based fare utilizing location data and transaction data

A device, comprising:

• one or more memories;
• and
• one or more processors, coupled to the one or more memories, configured to:
• obtain location data identifying a movement of a user device over a time period associated with a use of a rate-based service;
• determine, using at least one of motion sensor data from a motion sensor of the user device or location sensor data from a location sensor of the user device, a starting location or a starting time based on one or more of:
• a location or a time associated with a change in the movement of the user device from a walking speed to a driving speed,
• a location or a time associated with a change in the movement of the user device from a pedestrian area to a roadway area, or
• a location or a time associated with a motion of the user device indicating a change from a standing position of a user of the user device to a sitting position of the user;
• determine, based on the location data, at least one of:
• a distance based on the starting location and an ending location associated with the rate-based service, or
• a duration based on the starting time and an ending time associated with the rate-based service;
• determine, based on the at least one of the distance or the duration, a transaction estimate for the rate-based service;
• and
• perform one or more actions based on the transaction estimate.

A non-transitory computer-readable medium storing a set of instructions, the set of instructions comprising:

• one or more instructions that, when executed by one or more processors of a device, cause the device to:
• obtain location data identifying a movement of a user device over a time period associated with a use of a rate-based service;
• determine, using at least one of motion sensor data from a motion sensor of the user device or location sensor data from a location sensor of the user device, a starting location or a starting time based on one or more of:
• a location or a time associated with a change in the movement of the user device from a walking speed to a driving speed,
• a location or a time associated with a change in the movement of the user device from a pedestrian area to a roadway area, or
• a location or a time associated with a motion of the user device indicating a change from a standing position of a user of the user device to a sitting position of the user;
• determine, based on the location data, at least one of:
• a distance based on the starting location and an ending location associated with the rate-based service, or
• a duration based on the starting time and an ending time associated with the rate-based service;
• determine, based on the at least one of the distance or the duration, a transaction estimate for the rate-based service;
• and
• perform one or more actions based on the transaction estimate.