 Solution

While the queue is nonempty, service completions occur at rate $\mu$. A completion reduces the queue length only when the customer leaves, which has probability $1-p$. Thinning therefore makes $L$ a birth--death chain with birth rateand effective death rateThe standard birth--death classification givesAt equality it is null recurrent.