Identify yourself
Fill out your bio - it's the only space Twitter gives you to tell people who you are outside the content of your tweets. It goes without saying that if someone doesn't know anything about you, they're far less likely to follow you. Obviously, this is the internet, so you don't need to go overboard with the personal information - think of it as your space to pitch what makes you so amazing and worth following.