Treating out my togepi for that sweet evolution and when it finally evolves into togetic, I panic because, when is the best level for Pokemon to evolve via stone?

I evolved my togepi at level 2 and before I immediately evolved my eevee into a jolteon after hatching.

Does it matter when pokemon evolve? :/