A vehicle computing system may execute a recommendation application to identify driver characteristics descriptive of the driving style of a driver of the vehicle based at least in part on captured vehicle data, determine an application recommendation for a mobile application to be installed by the driver based on the driver characteristics, and to send the application recommendation to the driver.