This document discusses privacy issues with sharing data on online social networks. It proposes an approach to enable collaborative privacy management of shared data between multiple users. The key issues are that current social networks only allow individual users to control privacy of their own data, but not over data involving multiple users. The proposed approach aims to provide a system and mechanisms for managing privacy of data associated with groups of users on social networks in a collaborative way.