A system and method operates to analyze a data stream, for example, a stream of download times for accessing information through a computer network. The system and method are capable of identifying abnormalities in the data stream compared to previous data in the data stream. More particularly, the system and method is capable of dynamically analyzing a data stream to detect abrupt, severe abnormalities as well subtle changes that occur over time.