1. A computer-implemented method for using data from an online social network to optimize subscription offers, comprising: during operation of the online social network, gathering data associated with subscription offers that were presented to members of the online social network, including information about which subscription offers were converted; using a machine-learning technique to train a model based on the gathered data; and using the trained model to select subscription offers to present to a member of the online social network.