The concept of vector Liapunov functions is used to compare and discuss two exponential stability criteria for large-scale stochastic discrete systems which can be decomposed into subsystems. When Liapunov functions and interaction coefficients are known, stochastic exponential stability of the composite system is shown. If such detailed information is not forthcoming, a stochastic vector comparison theorem can often be used to show exponential stability in probability.