We present analytic formulas for calculating marginal welfare costs when ta
xes are levied against the wages of a heterogeneous population of household
s and marginal tax revenue finances either the supply of a public good or l
ump-sum transfers. The formulas are applied to explain the wide discrepancy
between estimates of marginal welfare costs for redistribution previously
obtained through computer simulation procedures. Our calculations reveal th
at these procedures introduced lump-sum transfers that were not specified a
s part of the reforms to be simulated, but explain most of the differences
between their estimates. We also show that welfare cost estimates are quite
sensitive to the elasticity of labor supply with respect to exhaustive pub
lic spending.