Alice and Bob play a game. Bob can play $\$1$ to flip coin. If he gets three consecutive heads, like HHH, then he gets $\$12$. Is this a good game for Bob?
I think the answer is yes but I can see why it can also be no. In this thread Expected number of tosses to get 3 consecutive Heads it is shown that the expected number of coin flips to get 3 consecutive heads is $14$. So that makes me think that it's unfair for Bob. But then I tried doing a markov chain calculation by writing the transition matrix
$$\begin{bmatrix}0.5 & 0.5 & 0 & 0 \\ 0.5 & 0 & 0.5 & 0 \\ 0.5 & 0 & 0 & 0.5 \\ 0 & 0 & 0 & 1 \end{bmatrix} $$
First state is where we start or where we go when we get a tails (no heads in the sequence). Second state is with one heads, third state is with two heads, and fourth state is with 3 heads.
I calculated the matrix to the power of $12$ and I looked at the top-right corner entry, and it was $0.58$. So this makes me think yes, it is a good game for Bob because $0.58 > 0.5$ which means you expect to get into HHH state with 12 or less coin flips.
What do you think? Which interpretation is right?