In: Statistics and Probability
Problem 14-1 (All answers were generated using 1,000 trials and native Excel functionality.) The management of Brinkley Corporation is interested in using simulation to estimate the profit per unit for a new product. The selling price for the product will be $45 per unit. Probability distributions for the purchase cost, the labor cost, and the transportation cost are estimated as follows:
Procurement Cost ($) |
Probability |
Labor Cost ($) |
Probability |
Transportation Cost ($) |
Probability |
10 | 0.2 | 18 | 0.25 | 2 | 0.74 |
12 | 0.45 | 20 | 0.1 | 5 | 0.26 |
13 | 0.35 | 22 | 0.35 | ||
25 | 0.3 |
(a) Compute profit per unit for base-case, worst-case, and best-case.
Profit per unit for base-case:$
Profit per unit for worst-case: $
Profit per unit for best-case: $
(b) Construct a simulation model to estimate the mean profit per unit. If required, round your answer to the nearest cent.
Mean profit per unit = $
(c) Why is the simulation approach to risk analysis preferable to generating a variety of what-if scenarios?
(d) Management believes that the project may not be sustainable if the profit per unit is less than $5. Use simulation to estimate the probability the profit per unit will be less than $5. If required, round your answer to a one decimal digit percentage. %
answer a
Profit = Selling Price - Purchase Cost - Labor Cost - Transportation Cost
Base case = 45 - 12 - 22 - 2 => $ 9 / unit
worst case = 45 - 13 - 25 - 5 => $ 2 / unit
best case = 45 - 11 -18 - 2 => $ 14 / unit
Base-case | Worst-case | Best-case | |
(highest probability) | (Highest value) | (lowest value) | |
Unit Revenue | 45 | 45 | 45 |
Procurement Cost | 12 | 13 | 11 |
Labor cost | 22 | 25 | 18 |
Transportation Cost | 2 | 5 | 2 |
Unit Profit | 9 | 2 | 14 |
b)
Purchase Cost | Interval | Labour Cost | Interval | Transportation Cost | Interval |
10 | 0-19 | 18 | 0-24 | 2 | 0-73 |
12 | 20-64 | 20 | 25 - 34 | 5 | 74-100 |
13 | 65-100 | 22 | 35- 69 | ||
25 | 25 | 70-100 |
Mean of purchase cost = 10+12 +13/3 = 11.66
Mean of labor cost =18+ 20 + 22 + 25 / 4 = 21,25
Mean of transportation cost = 7/2 = 3.5
Profit = 45 - 11.66 - 21.25 - 3.5 = $8.59/unit
based on simulation model mean = $8.59/unit
answer c
Simulation approach to risk analysis preferable to generating a variety of what-if scenarios because a what- if Analysis involves generating values for the probabilistic inputs ( direct labour cost, parts cost, and first year demand and comtputing the resulting value for the profit. It is a trial and error approach to learning about th erange of possible outputs for a model. Trial values are choosen for the model input an dthe value of outputs i scomputed.
answer d
Simulation will provide a distribution of the profit per unit values. Calculating the percentage of simulation trials providing a profit less than $5 per unit would provide an estimate of the probability the profit per unit will be unacceptably low.
if purchase cost labour cost and transporattion cost will be 12, 13 or 22, 25 or 5 respectively and in these cases profit will be less than 5