A two parameter exponential potential explains the anomalous kinematics of galaxies and galaxy clusters without need for the myriad ad hoc dark matter models currently in vogue. It also explains much about the scales and structures of galaxies and galaxy clusters while being quite negligible on the scale of the solar system.