1. A system for identifying a driver, comprising: an image capturing device for capturing a first image during vehicle operation and of an expected driver location; a processor configured to: detect a face of a driver in the first image; determine a quality score for the first image; in the event the quality score of the first image is determined to exceed a pre-determined threshold, determine a set of face data from the first image; determine a confidence index for the determined the set of face data, wherein the confidence index indicates a degree of confidence that the set of face data is likely to support correct driver identification; in the event the confidence index meets a confidence threshold, identify the driver based at least in part on the set of face data; and a memory coupled to the processor and configured to provide the processor with instructions.