That contradiction is the Fermi Paradox
Physicist Enrico Fermi posed the famous question over lunch in 1950: if the galaxy should be teeming with civilizations, where is everybody? The Drake Equation lays out why life seems likely; the Fermi Paradox highlights the unsettling silence that has greeted every search so far.