An approach is provided for providing privacy in cognitive radio information sharing. A cognitive radio privacy platform receives a request, from a device, for performing one or more operations on cognitive radio information stored in at least one information space. The cognitive radio privacy platform also determines one or more privacy policies associated with the device, the one or more operations, the cognitive radio information, the at least one information space, or a combination thereof. The cognitive radio privacy platform further processes and/or facilitates a processing of the one or more privacy policies to determine an availability, a restriction, or a combination thereof of the cognitive radio information. The cognitive radio privacy platform also causes, at least in part, the performing of the one or more operations based, at least in part, on the availability, the restriction, or a combination thereof of the cognitive radio information.