Your friend probably thought the marginal tax bracket applies to all income.
Marginal tax bracket is useful for plan tax because any "additional income" (e.g. rent income, part time income) are taxed at that rate because other fixed income (salary, SS, 401K withdraw) already filled the bulk of the bracket, the 10%, 12% etc.