True. Also, there is a fourth variable where you can cut corners (even if it's almost never a good idea): quality.
Great teams can produce much more than mediocre ones, but they too have a limit. When deadline is set too close, one of these 4 things has to give, and it is good to know in advance which one that is, so team can set the priorities accordingly.