When performing reliability growth analysis during the in-house developmental testing of a product, it is common practice to use non-homogeneous Poisson process (NHPP) models (such as the Crow-AMSAA) to model failure data. The assumption of these models is that the failure intensity is monotonically increasing, decreasing or remaining constant over time.