"Of all the households in that study, only about 1711 have "household heads" that are younger than 40. That's what they're extrapolating from. (And, intriguingly, a small number of those have a head of household younger than 18.) This is not a big sample!"
1,711 is plenty - the standard error on a group of that size is quite low.