Techniques described and suggest herein include systems and methods for providing to a user an inventory set of personality characteristics derived from hand characteristics. In an embodiment, providing the hand characteristics includes finding mismatched personality types derived from the hand characteristics, extrapolating new personality characteristics derived from the hand characteristics, and updating the inventory set of personality characteristics. In a further embodiment, the extrapolating is done using a context of the hand characteristics.