The “familiar” privacy remedies that would limit the re-use and sharing of data, are inconsistent with the ways in which data are being used. Moreover, there is no evidence that the privacy and security threats often cited by privacy advocates are actually occurring. The standard solutions suggested by regulators would impose barriers to the innovation expected from the big data revolution.