Embodiments of the present invention address deficiencies of the art in respect to privacy data management and provide a novel and non-obvious method, system and computer program product for trusted statement verification for data privacy. In one embodiment of the invention, a method for trusted statement verification for data privacy can be provided. The method can include deducing a claim from an attribute for personal data for an end user, receiving a request from a personal data consumer to vouch for an assertion based upon the attribute, comparing the assertion to the claim, and providing a voucher for the assertion to the personal data consumer on behalf of the end user if the claim supports the assertion without revealing the attribute to the personal data consumer.