Money money money, Must be funny

A noobie question on credit scores! I know raising your score is partly done by reliable monthly payments on credit cards and loans - and people who are just starting out to build their scores, are often advised to get a card and begin to responsibly pay it off, to catch the notice of the reporting agencies. Would that mean that if you can pay off a large credit loan (e.g., in the realm of $2k) immediately instead of sticking to a monthly payment system, you're missing out on chances to further raise your score? Or does being able to pay off such an amount in full give you an equivalent gold star sticker? I wish this was something that didn't need asking, but my 'financial tutors' have been virtually nonexistent while growing up. D'oh!