The Craps Shooter's Odds
In the casino game of craps, the rules are:
- A player rolls two fair dice.
- If the first roll totals 7 or 11, the player wins immediately.
- If the first roll totals 2, 3, or 12, the player loses immediately.
- Otherwise, the total becomes the player's "point". The player keeps rolling until:
- They roll the point again โ win, or
- They roll a 7 โ lose.
What is the player's probability of winning?
(This is a classic probability puzzle โ the answer may surprise you.)
Answer: The Craps Shooter's Odds
Key Idea / Intuition
The game splits into independent cases based on the first roll. For the "point" scenarios, only two outcomes matter: rolling the point again vs. rolling a 7. Once the point is established, all other outcomes are irrelevant โ they just delay the resolution. So the conditional win probability given a point is simply the probability of rolling divided by the probability of rolling or . Then we weight by the probability of each point occurring.
Formal Proof / Solution
Step 1: First-Roll Win/Loss
Count ways to roll each total with two dice (out of 36 equally likely outcomes):
| Total | Ways | Probability | |-------|------|-------------| | 2 | 1 | 1/36 | | 3 | 2 | 2/36 | | 7 | 6 | 6/36 | | 11 | 2 | 2/36 | | 12 | 1 | 1/36 |
Immediate win (7 or 11):
Immediate loss (2, 3, or 12):
Step 2: Point Probabilities and Conditional Win
For a point , all other rolls are irrelevant. By the geometric trials argument, the conditional probability of winning given point is:
Compute for each possible point:
| Point | Ways to roll | | | |-----------|-----------------|---------|----------------------------------------------| | 4 | 3 | 3/36 | | | 5 | 4 | 4/36 | | | 6 | 5 | 5/36 | | | 8 | 5 | 5/36 | | | 9 | 4 | 4/36 | | | 10 | 3 | 3/36 | |
Step 3: Total Win Probability
Compute each term:
Multiply each by 2 (for symmetric pairs 4&10, 5&9, 6&8):
Find common denominator (LCM of 36, 45, 396 = 1980):
Total:
The Surprise
The house edge is only about 1.41% โ craps is one of the fairest casino games in existence, with the player winning just barely under half the time. This elegant near-symmetry is why craps became so popular.
Source: Fifty Challenging Problems in Probability with Solutions, Frederick Mosteller, Problem 9