In golf, a handicap is an advantage given to someone who is not a good player, in order to make the players more equal. As you improve, your handicap gets lower.
In horse racing, a handicap is a race in which some competitors are given a disadvantage of extra weight in an attempt to give everyone an equal chance of winning.