How to calculate waiting time for customer based on previous customers's waiting time?

A Poisson process is a stochastic process which counts the number of events and the time that these events occur in a given time interval. The time between each pair of consecutive events, for example, customer waiting time, has an Exponential distribution . From wiki.

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