Players (people, firms, states, etc.) have privacy concerns that may affect their choice of actions in strategic settings. We use a variant of signaling games to model this effect and study its relation to pooling behavior, misrepresentation of information, and inefficiency. We discuss these issues and show that common intuitions may lead to inaccurate conclusions about the implications of privacy concerns.