Optimal strategies for the emulsion copolymerization of vinyl acetate and VeoVa 10 have been developed. These strategies are based on a hybrid mathematical model for the process that includes rigorous material and energy balances and empirical equations for uncertain terms. The strategies were implemented in a lab-scale calorimetric reactor.