Patent ID: 11880777
Assignee: OMNITRACS, LLC
Field: IT methods for management (Electrical engineering)
Classification: CPC G | IPC G

Claim 0:
1. A driver log-based retention system, comprising:
a processing system configured to:
receive, from electronic logging devices (ELDs), driver log information associated with drivers, wherein each ELD is configured to track the driver log information for Hours of Service (HOS) compliance with each ELD configured to receive a current driving state manually entered by a driver, the driver log information comprising information associated with a driver associated with one or more vehicles and includes shift start variance information;
aggregate the driver log information for a predetermined time period;
transform the aggregated driver log information into a set of derivations derived from the aggregated driver log information for each of the one or more drivers in accordance with one or more derivation rules associated with a turnover prediction model; and
apply the turnover prediction model to the set of derivations to generate a prediction report that identifies a retention condition of employment for one or more drivers who are at risk of resigning;

a transmitter configured to transmit a notification message, including the prediction report and an identification of the retention condition, to a scheduling engine; and
the scheduling engine automatically modifying assigned routes of at-risk drivers based on the prediction report and the retention condition that identifies the risk of one or more drivers resigning.