The strong correlations in Figures and show the potential of using the ML-predicted MAA values to predict the hydrolysis half-lives or rates of esters and carbamates despite the relatively small range in MAA values. Thus, supporting the use of the MAA ML model to guide the design of esters and carbamates by making them less prone to undesired hydrolysis reactions and thereby improving their chemical stability.