i) What is the probability that G is negative? What is the probability that R is negative?
Sol:
Earnings from Gloucester, G = Profit - Expenses
= Demand * Price - Expenses
= 3500 * $3.25 - $10,000
= $1375
G is constant variable as the demand, price and daily expenses are constant for Gloucester.
Thus, Expected value of G = E[G] = E[$1375] = $1375
Variance of G = Var[G] = Var[$1375] = 0 (Variance of constant is 0)
Thus, standard deviation of G is 0.
Earnings from Rockport, R = Profit - Expenses
= Demand * Price - Expenses
Now, Price ~ Normal( = $3.65 per lb, = $0.20 per lb)
Expenses = $10,000
Based on probability distribution of Demand,
Expected value of Demand = E[Demand] = 0.02 * 0 + 0.03 * 1000 + 0.05 * 2000 + 0.08 * 3000 + 0.33 * 4000 + 0.29 * 5000 + 0.20 * 6000 = 4340
E[Demand2] = 0.02 * 02 + 0.03 * 10002 + 0.05 * 20002 + 0.08 * 30002 + 0.33 * 40002 + 0.29 * 50002 + 0.20 * 60002 = 20680000
Variance of Demand = Var[Demand] = E[Demand2] - E[Demand]2 = 20680000 - 43402 = 1844400
R = Demand * Price - Expenses
Expected value of R = E[R] = E[Demand * Price - Expenses] = E[Demand * Price] - E[Expenses]
= E[Demand] * E[Price] - E[Expenses] (Demand and price are independent)
= 4340 * $3.65 - $10,000
= $5841
Variance of R = Var[R] = Var[Demand * Price - Expenses] = Var[Demand * Price] + Var[Expenses]
= Var[Demand] * Var[Price] + Var[Demand] E[Price]2 + Var[Price] E[Demand]2 + Var[Expenses]
(Demand and price are independent and Var(XY)= Var(X)Var(Y)+Var(X)(E(Y))2+Var(Y)(E(X))2)
= 1844400 * 0.202 + 1844400 * 3.652 + 0.202 * 43402 + Var[10,000]
= 1844400 * 0.202 + 1844400 * 3.652 + 0.202 * 43402 + 0 (Variance of constant is 0)
= $25399219
Standard deviation of R = = $5039.764
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