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Why are the waiting times in these states exponentially distributed? (Practice question 4.6)

M Willis

Active Member
In question 6 of the chapter 4 summary questions for CS2, the following scenario is given:

In a particular company the salary scale has only two different levels. On average, an employee spends 2 years at level 1 before moving on to the higher level, or leaving the company. An employee at the maximum level spends an average of 5 years before leaving. Nobody is demoted, promotion can occur at any time, and mortality can be ignored.
Upon leaving level 1, the probability that an employee moves to level 2 is 50%.

In the solution to part iii of this question, which asks you to find the generator matrix of the process, it states that the ‘average waiting time in each state, i is exponentially distributed’.

Could someone explain to me why this is necessarily true (as far as I can tell this was not specified in the question)?
 
The waiting times in a TH MJP are always exponentially distributed. See p30 of Ch4.
 
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