Preparing an Unmanned Ground Vehicle for missions in abusive, dangerous environments requires suitable tests to define the system capabilities. Well-designed performance metrics can provide the government and industry designers with an understanding of how the system should be used in the field and how the system can be improved. This paper describes the metrics and measurements used for testing the PackBot system and compares those metrics and measurements against insights gained in field experience.