In many systems, items of information have owners associated with them. An owner of an item of information may want the system to enforce a policy that restricts use of that information; we call such a policy an owned policy. Owned policies can be used in many contexts, including information flow, access control, and software licensing. In this paper we introduce and study a general framework for owned policies. Relationships between security policies for a given system may be dependent on system aspects that change between or during system execution. As a result, there may be only partial knowledge of the structure of security policies available when analyzing a system statically. We demonstrate that our framework permits static reasoning about owned policies under partial knowledge, and we also exhibit tractability results for the problem of inferring security policies.