The crucial thing isn't so much the population of the country, or even the number of people who play football. Otherwise the USA wouldn't count as underdogs. It's whether there are enough people playing football regularly in top level teams against other top level teams.

That's where Irish footballers win out and the Americans don't as yet.

Maybe someone start a part II of this thread, since Ireland's still very much in the competition.