75% of girls are automatically eliminated from medaling in some Olympic sports because they were born in the wrong year. I hear that some former gymnasts and skaters make sure to have babies (hopefully daughters) in the right years so that they will be at the best age in an Olympic year.
Month also matters for many male hockey players. The ones who are 11 months older are more physically mature, and get more attention coaching than the others.