This case study examines the challenges organizations face when assessing climate-related risk using traditional, backward-looking catastrophe models. As climate patterns evolve and insurers increasingly rely on forward-looking assumptions, historical loss data alone may fail to identify emerging exposures, hidden concentrations of risk, and long-term vulnerabilities.