You can probably find an unintuitive explanation for percentile rank's use by digging through some old statistics books hidden in the basement of a library at MIT or something. I think I'll hang up my coat here though.See now this gets even weirder for me, because if you just want to know how you compare to others, you can just use the lower bound. If a full 10% get a perfect score, report them all as 90th percentile so it is easy to see that 10% of other people out there are just as awesome. When all I see is 95th percentile for that situation, it's not doing a good job whatsoever of communicating how rare a perfect score is.