For example, in the US, the federal budget offsets a substantial part (estimated at 30-40%) of the differences in per capita income levels across states, because poorer states contribute less income tax, on average, and receive higher transfer payments. But this does not imply that these mechanisms also provide insurance against shocks (sudden changes in income for individual states).