Statistical models of processes where random events have an effect on partly random subsequent events are covered in this chapter. The sequence of eruptions of the geyser Old Faithful is taken as a simple example to illustrate Markov Chains. Infectious disease models are then covered and the history of various attempts at modelling them from the early twentieth century onwards is covered. Modelling religious conversion as a stochastic process is treated briefly.