A bus will depart every 10 minutes from the origin, and the time it takes to travel to station $A$ follows a Poisson distribution with expectation of 10 minutes.
Alice arrives at station $A$ around 9:00 AM, and her arrival time follows a uniform distribution with $a = -10, b = 10$. What is Alice's expected wait time station $A$?
Bob arrives at station $A$ at 10:00 AM on the dot, what is Bob's expected wait time?
After reading this post: Please explain the waiting paradox
I think the answer to the first question is 5, since we can swap the role of the bus and Alice in the problem in Glen_b's answer, and arrive at the midpoint of the 10-minute intervals.
But for the second problem, what we are calculating is how long after 10:00 AM does the bus arrive, can we say it's 10 minutes by somehow shift the distribution, since 10:00 AM is a constant?