The "testReport" section at the bottom of the JUnit results page currently shows name, duration, fail, skip and difference in fail/skip from the previous run. A new column showing difference in duration would (I assume) be pretty easy to add and would be very useful.

See attached image for a mockup to clarify what I mean.