Given a sufficiently large population satisfying certain statistical regularities, we show that it is often possible to accurately estimate the utilitarian social welfare function and identify the welfare-maximizing social alternative, even if we only have very noisy data about individual utility functions and interpersonal utility comparisons, and even if the individuals can be strategically dishonest.