Fig. 1

Visual illustration of the IER distribution’s flexibility. The left panel shows the PDF’s ability to model various forms of skewness, while the right panel demonstrates the HRF’s capacity to capture non-monotonic failure rates, including the unimodal (upside-down bathtub) shape that is a key feature motivating its use in this study.