We follow the inverted optimal tax approach to characterize and compare "tax-benefit revealed" social preferences in 17 EU countries and the US. Following Bargain et al. (2013), we invert the optimal income taxation model on the distributions of net and gross incomes and use labor supply elasticities consistently estimated on the same data. The present paper focuses on new outputs of particular interest for the current policy debate on in-work versus traditional social transfers. Results are as follows: We find that revealed marginal social welfare functions verify minimal consistency checks and, notably, respect Paretianity overall. An exception is due to the treatment of the working poor in countries with standard, demogrant transfers. We...