Systems and methods for detecting a sitting duck scenario of a vehicle on or near a road are disclosed. The current location and speed of the vehicle are used for different comparisons and/or determinations, including a comparison to road-specific information to determine whether the vehicle is in a particular proximity of a highway, and a determination whether the vehicle has been stationary continuously for at least a specified duration. Additional comparisons and/or determinations may be used. If such an occurrence has been detected, one or more notifications are generated, and provided to one or more of the vehicle operator and/or a remote computing server.