This paper presents a new statistical method to estimate probable maximum precipitation (PMP), addressing flaws in traditional approaches. It accounts for uncertainty using the Pearson Type-I distribution. Applied to two Québec stations, it provides more objective PMP estimates. Challenges remain due to short-tailed models applied to heavy-tailed precipitation. Best practice recommendations are also provided for estimating PMP.