A game of chance can look like a tangle of possible paths. But if the game is fair, there is a way to see it without counting paths: your current money already contains the hidden probability of reaching the goal.
Fair Ruin
Riddle statement
You have €7.
You play heads or tails against the casino.
In each round:
if you win, you gain €1;
if you lose, you lose €1.
The coin is fair.
You stop playing when one of two things happens:
you reach €10;
you go broke and reach €0.
What is the probability of reaching €10 before going broke?
Show solution
Solution
The probability is $7/10$, that is, 70%.
Let $p_k$ be the probability of reaching €10 before €0 when starting with $k$ euros.
At the endpoints:
For any intermediate amount, the next round moves with equal probability to the two neighboring states:
Therefore, each value in the sequence is the average of its neighbors. The only sequence that goes from 0 to 1 in ten steps with that property is linear:
Starting with €7:
Answer: the probability of reaching €10 before going broke is $7/10$.