What is the significance of the number of electrons in an atom's highest energy level?

The significance of the number of electrons in an atom's highest energy level (valence electrons) is that atoms typically bond with other atoms to form compounds with a total of eight valence electrons. If an atom already has all eight valence electrons, then it is a noble gas (such as neon, argon, krypton, and more), and will not bond.