Here we present findings for the Microsoft Office Communication Server deployed at a midsize educational institution in the upper Midwest. We find that different individual banndwidth utilizing classes of communication clients or endpoints can be identified that shape the overall server traffic significantly and range from self-similar to random bandwidth utilization patterns over time.