In this article, we formalize the framework for the supplementary variable
technique in stochastic models, Specifically, we show that the use of remai
ning or elapsed times (or any metric) as supplementary variables leads to t
he notion of forward or backward Chapman-Kolmogorov equations, respectively
. We further show that for a class of queueing systems, using remaining tim
e as the supplementary variable makes analysis simpler.