To put some of the numbers in perspective:
Say you're trying to roll against a DC15 on a D20. With no modifiers you need to roll at least a 15 on your d20 to succeed, you only have a 30% change of rolling a 15 or higher on a d20. Now say you've got a +5 modifiers on the roll, you need to roll...