Dice Expected Value
1. **State the problem:** You roll three fair 6-sided dice. The payouts are:
- $20 if all three dice show the same number.
- $10 if exactly two dice show the same number.
- Lose $2 if all three dice show different numbers.
We want to find the expected return per roll.
2. **Formula for expected value:**
$$E(X) = \sum (\text{value} \times \text{probability})$$
3. **Calculate probabilities:**
- Total outcomes: $6^3 = 216$
- Probability all three dice are the same:
There are 6 possible triples (111, 222, ..., 666), so
$$P(\text{all same}) = \frac{6}{216} = \frac{1}{36}$$
- Probability exactly two dice are the same:
Choose the number that appears twice: 6 choices.
Choose the number that appears once: 5 choices (different from the pair).
Choose which two dice show the pair: $\binom{3}{2} = 3$ ways.
Total favorable outcomes:
$$6 \times 5 \times 3 = 90$$
So,
$$P(\text{exactly two same}) = \frac{90}{216} = \frac{5}{12}$$
- Probability all different:
Total outcomes minus above cases:
$$216 - 6 - 90 = 120$$
So,
$$P(\text{all different}) = \frac{120}{216} = \frac{5}{9}$$
4. **Calculate expected value:**
$$E(X) = 20 \times \frac{1}{36} + 10 \times \frac{5}{12} - 2 \times \frac{5}{9}$$
Calculate each term:
$$20 \times \frac{1}{36} = \frac{20}{36} = \frac{5}{9} \approx 0.5556$$
$$10 \times \frac{5}{12} = \frac{50}{12} = \frac{25}{6} \approx 4.1667$$
$$-2 \times \frac{5}{9} = -\frac{10}{9} \approx -1.1111$$
Sum:
$$E(X) = \frac{5}{9} + \frac{25}{6} - \frac{10}{9} = \left(\frac{5}{9} - \frac{10}{9}\right) + \frac{25}{6} = -\frac{5}{9} + \frac{25}{6}$$
Find common denominator 18:
$$-\frac{5}{9} = -\frac{10}{18}, \quad \frac{25}{6} = \frac{75}{18}$$
So,
$$E(X) = -\frac{10}{18} + \frac{75}{18} = \frac{65}{18} \approx 3.6111$$
5. **Interpretation:** On average, you expect to earn about 3.61 per roll.