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Worked solution

Separate profit from cash in a dice game

Alfred and Bertie each start with £100. Two fair dice are thrown. If the total is at least 5, Alfred pays £x to Bertie, where 0<x≤80<x\le8. If the total is at most 4, Bertie pays £(x+8)(x+8) to Alfred. Show that Alfred’s expected cash after the first game is £(304−2x)/3(304-2x)/3.

Find his expected cash after six games. Find x for a fair game, defined here by equal expected winnings for Alfred and Bertie.

Given x=3x=3, find the variance of Alfred’s cash after the first game.

[J1993/II/7(modified)]

CJC · Lecture · Example 17

Count the payment events

The source uses the usual independent fair-dice model, giving 36 equally likely ordered outcomes. The complete sum table is

D1\D2D_1\backslash D_2123456
1234567
2345678
3456789
45678910
567891011
6789101112

There are six cells with a sum at most 4, and thirty with a sum at least 5. Thus the payment probabilities are 1/61/6 and 5/65/6.

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Find Alfred’s profit and cash after one game

Let A be Alfred’s profit (gain or winnings measured as net change) in one game. This distinction follows the Teacher guidance: his cash balance is 100+A100+A, not A.

aa−x-xx+8x+8
P(A=a)P(A=a)30/36=5/630/36=5/66/36=1/66/36=1/6

E(A)=−x(5/6)+(x+8)(1/6)E(A)=-x(5/6)+(x+8)(1/6). Hence expected cash is 100+E(A)=100−x(5/6)+(x+8)(1/6)=304/3−(2/3)x=(304−2x)/3100+E(A)=100-x(5/6)+(x+8)(1/6)=304/3-(2/3)x=(304-2x)/3 pounds, as required.

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Add six game profits to the starting cash

Writing AiA_i for the profit in game i, the Teacher completion is 100+E(A1)+E(A2)+E(A3)+E(A4)+E(A5)+E(A6)=100+6E(A)=100+6[−5x/6+(x+8)/6]=100−5x+x+8=108−4x100+E(A_1)+E(A_2)+E(A_3)+E(A_4)+E(A_5)+E(A_6)=100+6E(A)=100+6[-5x/6+(x+8)/6]=100-5x+x+8=108-4x pounds. Linearity of expectation only needs each game to have the stated marginal law.

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Find Bertie’s expected cash

Let B be Bertie’s one-game profit.

bbxx−(x+8)-(x+8)
P(B=b)P(B=b)5/65/61/61/6

E(B)=x(5/6)−(x+8)(1/6)E(B)=x(5/6)-(x+8)(1/6). The Teacher completion gives 100+E(B)=100+5x/6−(x+8)/6=296/3+2x/3100+E(B)=100+5x/6-(x+8)/6=296/3+2x/3 pounds.

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Set the fair-game expectation

As the Teacher note asks, explain fairness: this is a zero-sum transfer game, so equal expected net winnings means each player’s expected profit is zero. Since both start with the same £100, it is equivalent to equating their expected cash balances. The source algebra is (304−2x)/3=296/3+2x/3(304-2x)/3=296/3+2x/3, then 304−2x=296+2x304-2x=296+2x, 4x=84x=8, giving x=2x=2.

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Calculate the variance when x is three

For x=3x=3, the profit law is

aa−3-311
P(A=a)P(A=a)5/65/61/61/6

E(A)=−3(5/6)+11(1/6)=−2/3E(A)=-3(5/6)+11(1/6)=-2/3, and E(A2)=(−3)2(5/6)+112(1/6)=83/3E(A^2)=(-3)^2(5/6)+11^2(1/6)=83/3. Thus Var⁡(A)=E(A2)−[E(A)]2=83/3−(2/3)2=245/9\operatorname{Var}(A)=E(A^2)-[E(A)]^2=83/3-(2/3)^2=245/9. Finally Var⁡(100+A)=Var⁡(100)+Var⁡(A)=0+245/9=245/9\operatorname{Var}(100+A)=\operatorname{Var}(100)+\operatorname{Var}(A)=0+245/9=245/9 pounds squared. The zero variance of the constant is explicit in the Teacher completion; this is the constant-shift rule.

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Common mistakes

Profit is the net change; cash includes the initial £100. Start the six-game calculation with £100 once. A fixed cash balance shifts the mean but adds no variance. Fairness and independence are different modelling conditions.

Read the hint