I understand how a Poisson process works if you have many exponentials (like buses coming to a bus stop), but what about a finite number? For example two light bulbs fail according to the exponential distribution and I'm asked the probability one failing. How do I work the fact that their are two into the equation? Or does it matter? The parameter in the gamma distribution should be the number that fail, correct?