๐Ÿงฎ Brain Teaser

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.)

conditional probabilitygeometric trialscasino gamestotal probability

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 pp is simply the probability of rolling pp divided by the probability of rolling pp or 77. 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): 6+236=836\frac{6+2}{36} = \frac{8}{36}

Immediate loss (2, 3, or 12): 1+2+136=436\frac{1+2+1}{36} = \frac{4}{36}


Step 2: Point Probabilities and Conditional Win

For a point pp, all other rolls are irrelevant. By the geometric trials argument, the conditional probability of winning given point pp is:

P(winโˆฃpointย isย p)=P(rollย p)P(rollย p)+P(rollย 7)P(\text{win} \mid \text{point is } p) = \frac{P(\text{roll } p)}{P(\text{roll } p) + P(\text{roll } 7)}

Compute for each possible point:

| Point pp | Ways to roll pp | P(p)P(p) | P(winโˆฃp)=P(p)P(p)+6/36P(\text{win}\mid p) = \frac{P(p)}{P(p)+6/36} | |-----------|-----------------|---------|----------------------------------------------| | 4 | 3 | 3/36 | 33+6=13\frac{3}{3+6} = \frac{1}{3} | | 5 | 4 | 4/36 | 44+6=25\frac{4}{4+6} = \frac{2}{5} | | 6 | 5 | 5/36 | 55+6=511\frac{5}{5+6} = \frac{5}{11} | | 8 | 5 | 5/36 | 55+6=511\frac{5}{5+6} = \frac{5}{11} | | 9 | 4 | 4/36 | 44+6=25\frac{4}{4+6} = \frac{2}{5} | | 10 | 3 | 3/36 | 33+6=13\frac{3}{3+6} = \frac{1}{3} |


Step 3: Total Win Probability

P(win)=836+โˆ‘pointsP(firstย roll=p)โ‹…P(winโˆฃp)P(\text{win}) = \frac{8}{36} + \sum_{\text{points}} P(\text{first roll} = p) \cdot P(\text{win}\mid p)

=836+2[336โ‹…13+436โ‹…25+536โ‹…511]= \frac{8}{36} + 2\left[\frac{3}{36}\cdot\frac{1}{3} + \frac{4}{36}\cdot\frac{2}{5} + \frac{5}{36}\cdot\frac{5}{11}\right]

Compute each term:

336โ‹…13=3108=136\frac{3}{36}\cdot\frac{1}{3} = \frac{3}{108} = \frac{1}{36}

436โ‹…25=8180=245\frac{4}{36}\cdot\frac{2}{5} = \frac{8}{180} = \frac{2}{45}

536โ‹…511=25396\frac{5}{36}\cdot\frac{5}{11} = \frac{25}{396}

Multiply each by 2 (for symmetric pairs 4&10, 5&9, 6&8):

2[136+245+25396]2\left[\frac{1}{36} + \frac{2}{45} + \frac{25}{396}\right]

Find common denominator (LCM of 36, 45, 396 = 1980):

=2[551980+881980+1251980]=2โ‹…2681980=5361980=134495= 2\left[\frac{55}{1980} + \frac{88}{1980} + \frac{125}{1980}\right] = 2\cdot\frac{268}{1980} = \frac{536}{1980} = \frac{134}{495}

Total:

P(win)=836+134495=4401980+5361980=9761980=244495โ‰ˆ0.4929P(\text{win}) = \frac{8}{36} + \frac{134}{495} = \frac{440}{1980} + \frac{536}{1980} = \frac{976}{1980} = \boxed{\frac{244}{495} \approx 0.4929}


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

Type: ProbabilitySource: Fifty Challenging Problems in Probability with Solutions, Frederick Mosteller, Problem 9Edit on GitHub โ†—