In: Statistics and Probability
Wally runs a fruit & vege stall Wally’s VegeRama -at the local Sunday market. He can buy watermelons from his supplier for $5 each. He can sell watermelons for $10
Each. On any particular Sunday, demand for watermelons follows a Poisson distribution with mean 5. Any watermelons that are not sold on Sunday go bad before the next
weekend. Wally’s current policy is to stock 6 watermelons.
What is Wally’s expected and variance of the profit?
Solution
Back-up Theory
probability mass function (pmf) of X is given by P(X = x) = e – λ.λx/(x!) ………..........................................................…..(1)
where x = 0, 1, 2, ……. , ∞
This probability can also be obtained by using Excel Function, Statistical, POISSON …............................................. (1a)
If a discrete random variable, X, has probability function, p(x), x = x1, x2, …., xn, then
Expected value = Mean (average) of X = E(X) = µ = Σ{x.p(x)} summed over all possible values of x….................…. (2)
E(X2) = Σ{x2.p(x)} summed over all possible values of x……………………......................................…......…………..(2a)
Variance of X = Var(X) = σ2 = E[{X – E(X)}2] = E(X2) – {E(X)}2…………............................................…….....………..(3)
Now, to work out the solution,
Given,
‘He can buy watermelons from his supplier for $5 each. He can sell watermelons for $10 each. Any watermelons that are not sold on Sunday go bad before the next weekend.’
For every watermelon sold, profit is $5 and for every watermelon not sold, profit is - $5 (i.e., loss)
Let X = demand
So, given the current policy of stocking 6 watermelons,
If X ≥ 6, all 6 watermelons would be sold and hence profit = 30............................................................................ (4)
If X < 6, only x watermelons would be sold, (6 - x) watermelons would not be sold and hence profit
= 5x – 5(6 – x)
= 10x - 30............................................................................................................................................................. (5)
Expected value of Profit = $15.07 Answer 1
Variance of Profit = 234.32 Answer 2
Details of calculations
x |
Profit - P |
Probability p |
P x p |
P2 x p |
0 |
-30 |
0.0067 |
-0.2021 |
6.0642 |
1 |
-20 |
0.0337 |
-0.6738 |
13.4759 |
2 |
-10 |
0.0842 |
-0.8422 |
8.4224 |
3 |
0 |
0.1404 |
0.0000 |
0.0000 |
4 |
10 |
0.1755 |
1.7547 |
17.5467 |
5 |
20 |
0.1755 |
3.5093 |
70.1869 |
6 |
30 |
0.1462 |
4.3867 |
131.6005 |
7 |
30 |
0.1044 |
3.1333 |
94.0004 |
8 |
30 |
0.0653 |
1.9583 |
58.7502 |
9 |
30 |
0.0363 |
1.0880 |
32.6390 |
10 |
30 |
0.0181 |
0.5440 |
16.3195 |
11 |
30 |
0.0082 |
0.2473 |
7.4180 |
12 |
30 |
0.0034 |
0.1030 |
3.0908 |
13 |
30 |
0.0013 |
0.0396 |
1.1888 |
14 |
30 |
0.0005 |
0.0142 |
0.4246 |
15 |
30 |
0.0002 |
0.0047 |
0.1415 |
16 |
30 |
0.0000 |
0.0015 |
0.0442 |
Total |
1.0000 |
15.0664 |
461.3137 |
|
NOTE: All probabilities are obtained using Excel Function, Statistical, POISSON |
||||
Expected Profit - Vide (2) |
15.0664 |
|||
Variance Vide (3) |
234.3164 |
DONE