Much of the existing work on gracefully degrading computing systems are only applicable when the life distribution for the system components is exponential. In this paper, we develop an order-statistics based model for these systems. We show the generality of this model by deriving expressions for system reliability, mean-time-to-failure, and mean-computations-before-failure. In addition, we derive some interesting properties for the failure rate of such a system . In particular we show that the failure rate of a gracefully degrading system with i.i.d. DFR components is also DFR if the coverage probability is less than 1/2. This generalizes a well known result for series systems.