Suppose I have 52 cards, and I want to find the expected number of cards before I draw an ace. As usual, I solve the problem using indicator variables. Letting $X_j$ be the indicator variable that the $j^{\text{th}}$ card is a non-ace drawn before the first ace, and $1\leq j\leq 48$ (since there are 48 non-aces), we have
$$E(X) = E(X_1 + ... + X_{48})$$ $$= E(X_1)+...+E(X_{48})\quad\text{(linearity)}$$ $$=48E(X_1)\quad\text{(symmetry)}$$ $$=\frac{48}{5}.$$
My confusion is regarding the last step and the definition of $X_j$. Why is it defined as such? Why do we only use a sample of the 1st non-ace and the 4 other aces, ignoring the other non-aces? Thank you!