Methods, systems, and computer products for identifying improper online player accounts are provided. Aspects include receiving, by a processor, online gaming data associated with a user account of an online gaming environment, accessing a player profile associated with the user account, wherein the player profile includes historical online gaming data of a user, analyzing the historical online gaming data of the user to determine a historical play style of the user account, analyzing the online gaming data to determine a current play style of the user account, and comparing the historical play style of the user to the current play style of the user account to determine one or more deviations between the current play style and the historical play style of the user account.