A method for evaluating a game element is disclosed herein. In one example, the method includes receiving a data set representing the game element and generating a predicted response to the game element by inputting the data set into a machine learning model. In some embodiments, the machine learning model is trained on a plurality of training samples derived from previous gameplay data. In some embodiments, each training sample includes a gameplay event and a player response associated with the gameplay event.