In: Operations Management
For the last 50 weeks, the demand for a product was observed to be as given in the table below. For example, 250 units were demanded for 10 weeks in the span of 50 weeks (not necessarily in one single stretch!). The unit price of the product $500 and normally sells for $750, If the product is not sold during that week, it can be sold at a reduced price of $300 per unit. If it is out of stock, the lost goodwill amounts $150/unit.
Demand |
Frequency |
240 |
5 |
250 |
10 |
260 |
20 |
270 |
10 |
280 |
5 |
a.
The probability distribution of the demand is calculated as follows:
Demand |
Frequency |
Probability |
Cumulative Probability (less than demand) |
240 |
5 |
5/50 = 0.1 |
0.1 |
250 |
10 |
10/50 = 0.2 |
0.1+0.2 = 0.3 |
260 |
20 |
20/50 = 0.4 |
0.3+0.4 = 0.7 |
270 |
10 |
10/50 = 0.2 |
0.7+0.2 = 0.9 |
280 |
5 |
5/50 = 0.1 |
0.9+0.1 = 1 |
Total |
50 |
1 |
b.
Given problem is solved by applying Newsvendor problem method as follows:
Sales price = p = $750/unit
Purchase Cost = c = $500/unit
Salvage cost of unsold unit = s = $300/Unit
Stock-out cost = $150/unit
Cu = under-stocking cost = cost of shortage (underestimate demand) = Sales price/unit – Cost/unit + stock-out cost
Cu = $750 – $500 + 150 = $400 per unit
Co = Over-stocking cost = Cost of overage (overestimate demand) = Cost/unit – Salvage value/unit
Co = $500 – $300 = $200 per unit
The service level or probability of not stocking out, is set at,
Service Level = critical ratio = Cu/( Cu + Co) = 400/(400 + 200)
Service Level = critical ratio = 0.67
Select the order quantity whose Cumulative probability is immediate greater than Critical ratio = 0.67 to maximize expected profit.
The cumulative prob. of order quantity less than 260 units is 0.7, immediate greater probability than Critical ratio.
Thus, to maximize the profit, the Optimal Order Quantity = Qo = 260 units
Part c.
If the price is increase to $900/unit,
Cu = under-stocking cost = cost of shortage (underestimate demand) = Sales price/unit – Cost/unit + stock-out cost
Cu = $900 – $500 + 150 = $550 per unit
Co = Over-stocking cost = Cost of overage (overestimate demand) = Cost/unit – Salvage value/unit
Co = $500 – $300 = $200 per unit
The service level or probability of not stocking out, is set at,
Service Level = critical ratio = Cu/( Cu + Co) = 550/(550 + 200)
Service Level = critical ratio = 0.73
Select the order quantity whose Cumulative probability is immediate greater than Critical ratio = 0.73 to maximize expected profit.
The cumulative prob. of order quantity less than 270 units is 0.73, immediate greater probability than Critical ratio.
Thus, to maximize the profit, the Optimal Order Quantity = Qo = 270 units
If the price is increased t $900 from $750, the order quantity also changes from 260 units to 270 units.