How Much Will Your Credit Score Improve After Paying Off Credit Cards?

I just finished paying off one of my credit cards, and I’m wondering how much my credit score will improve because of it. Is there a significant boost right away, or does it take time for the changes to show up? What have others noticed after paying off a big balance?