I understand that when α is an integer, the Gamma(α,β) distribution is the distribution of the length of time you have to wait until a total of α events have occurred, where the time between each event follows an Exponential(β) distribution.
However, does this property require each exponential distribution to be independent?
Yes, of course, independence is required. For a simple counterxample, take the case where all the exponentials are actually the same variable.