Ping Pong Game
Alice and Bob play table tennis, with Bob’s probability of winning any given point being \(30\%\). They play until someone reaches a score of \(21\). What, approximately, is the expected number of points played?
Answer
First note the minimum number of points played is \(21\) (a \(21\!-\!0\) game) and the maximum is \(41\) (a \(21\!-\!20\) game).
Let \(p=\mathbb{P}(\text{Alice wins the game})\). By conditioning on who wins,
Since Alice has a large edge and the target score is \(21\), \(p\) is very close to \(1\). Hence, approximately,
If Alice wins, then \(T\) is the number of games needed for Alice to obtain \(21\) points, where each point is won by Alice with probability \(0.7\).
Hence, \(T\mid(\text{Alice wins})\) is (approximately) a negative binomial RV, and the expected number of games to get \(21\) points is
Therefore, the expected number of points played is very close to \(30\) (and in fact is a tad bit below \(30\)).
Notes and comments
Comment 1: $T\mid(\text{Alice wins})$ is not exactly negative binomial since its support is bounded above by $41$. With that said, the EV is very close to $30$ (slightly below).