A while ago someone pointed me to an interesting talk explaining why 99th percentile represents a pretty good approximation of user-experienced latency on a typical web page (way longer version: Understanding Latency and Application Responsiveness, also How I Learned to Stop Worrying and Love Misery)

If you prefer reading instead of watching videos, there’s also everything you know about latency is wrong.