Occasionally causing large delays while maintaining the same mean response time will increase the 99th percentile and lower the median. The metric you want is

Occasionally causing large delays while maintaining the same mean response time will increase the 99th percentile and lower the median. The metric you want is to figure out what wait time constitutes good/acceptable/bad service, and what percentage of people get that service.