The problem with using average for many performance stats is that it hides issues. There is a great paper on the topic - http://method-r.com/downloads/doc_details/44-thinking-clearl...

It is only about 13 pages, making it a quick but very informative read. I highly recommend it for anyone trying to measure performance, throughput, response time, efficiency, skew and load.