Question

In: Statistics and Probability

Wally runs a fruit & vege stall Wally’s VegeRama -at the local Sunday market. He can...

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.

  1. What is Wally’s expected and variance of the profit?

Solutions

Expert Solution

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


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