Systems and methods for enhanced hash transforms are disclosed. In particular embodiments, biometric data is concatenated with non-biometric data for generating a fixed-sized vector, and furthermore performing various permutations and projections on the vector. The resulting vector may be stored in a registry, and a corresponding key may be generated and provided to the user associated with the biometric data. The hash transformation may be a lossy process, such that the resulting hash includes less bytes than the initial biometric data, and a hash reversal fails to generate an exact copy of the original biometric data.