Note that the median refers to a single request; if the user makes several requests (over the course of a session, or because several resources are included in a single page), the probability that at least one of them is slower than the median is much greater than 50%.
And if you are making multiple requests to the same service, there is a good chance that your monitoring system will do stupid things that makes that hard to measure.
