We present empirical evidence that metrics on communication artifacts
generated by groupware tools can be used to gain significant insight i
nto the development process that produced them. We describe a test-bed
for developing and testing communication metrics, a senior level soft
ware engineering project course at Carnegie Mellon University, in whic
h we conducted several studies and experiments from 1991-1996 with mor
e than 400 participants. Such a test-bed is an ideal environment for e
mpirical software engineering, providing sufficient realism while allo
wing for controlled observation of important project parameters. We de
scribe three proof-of-concept experiments to illustrate the value of c
ommunication metrics in software development projects. Finally, we pro
pose a statistical framework based on structural equations for validat
ing these communication metrics.