It depends on the DC. If you need an 11 to succeed, your probability with one die is 0.5, but with two dice it's 0.75, which is equivalent to DC 6. So for a DC 11 re-rolling is equivalent to a +5 modifier.
For comparison, for a DC 20 roll, re-rolling is less then a +1 modifier.
(By DC above, I...