Using accounting and non-accounting data from municipalities in the state of Bahia, the authors try to prove the relationship between the amounts spent on certain categories of public spending and social indicators: the Municipal Human Development Index (MHDI) and the Basic Education Development Index (IDEB). Using multivariate regression analysis, the authors sought to identify the suggested relationships and, with the support of statistical tools, reached interesting conclusions on the subject.