Question

Solve the following Monte-Carlo simulation problem both with Excel data tables and @Risk. Include all your answers directly in your Excel file using text boxes or comment boxes. Please show formulas used within excel.

NCAA Sweatshirt Problem

An enterprising OU student is trying to decide how many sweatshirts to print for an upcoming NCAA Basketball Tournament game. The final four teams have emerged from the quarterfinal round, and there is a week left until the semi-finals, which are then followed by the finals a few days later. Each sweatshirt costs $10 to produce and sells for $25. However, in 3 weeks, any leftover sweatshirts will be put on sale for half price, $12.50. The student assumes that the demand for her sweatshirts during the next three weeks has the distribution shown in the file NCAASweatshirts-shell.xlsx in F5:G10. The residual demand, after the sweatshirts have been put on sale, has the distribution also shown in the same file in J5:K10. The student, being a profit maximizer, realizes that every sweatshirt sold, even at the sale price, makes a profit. However, she also realizes that any sweatshirts printed and still unsold (even at the sale price) must be given away, resulting in a loss of $10 per discarded shirt. Your job is:

1) Build an Excel based Monte-Carlo simulation model that will produce a probability distribution of profit for a given number of sweatshirts printed. Your simulation model should do 1000 replications.

For your base model,

2) Set the number of sweatshirts printed in your model to 10000. Run your model and find the mean and standard deviation of profit as well as the 5th and 95th percentiles of profit.

3) Construct a 95% confidence interval on the mean profit.

4) Now use your model to explore different numbers of printing quantities and find the:

a. Quantity that maximizes mean profit

b. Quantity that maximizes 5th percentile of profit

c. Quantity that maximizes 95th percentile of profit

d. Do these quantities differ?


1Sweatshirts for NCAA tournament 3 Inputs 4 Unit cost 5 Original price 8 Sale price Distribution of demand at regular price Distribution of demand at sale price Cumul. Prob Demand Probability 0.05 0.10 7,000 8,000 9,000 10,000 11,000 12,000 Cunul. Pob Demand Probability 0.20 0.30 0.20 0.15 0.10 0.05 2,000 3,000 4,000 5,000 6,000 .000 0.30 10 Decision variable 11 Order quantity (trial value 16

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Answer #1

Answer:

The sweatshirt suppier wants to decide the optimal quantity of sweatshirts to print so as to maximize the average profit The distributions of demand at regular price and sale price are known Based on this compute the cumulative probabilities and hence the bokup tables. Choose any order quantity say 15. Now the demand assumes the given distribution So draw the sample from it as the vahue of demand. Then with the hep of unit prices compute, Revenue 1-Unit pricexMIN(Order quantity, demand 1) Leftover 1 = Order quantity-demand iThe left over distribution Draw a random sample from this distribution as the demand at sale price. sweatshirts are sold on the sale price where the demand assuimes anotheT Revenue 2 -Unit pricex MIN (leftover 1, demand 2) Leftover 2 leftover 1-demand2 The profit is calculated as, Profit-Revenue 1-Ordering cost+Revenue 2 Copy down these formulas for 1000 iterations and find average profit for this simulation. Now the optimal order quantity is to be found. Now enter all the order quantities to be tested in one cohmn and the computed average profit as the next cohmn Now select the entire range of vaues and choose the data tables option from the What-if analysis dropdown Select the cohmn imput cell as the intial order quantity for which the computations are perfomed. Doing this the data table of profit for entire range of order quantities is obtained.The data table is as follows, Order quantity Average Profit $139.49 12 149.99375 149.15 14 144.19375 15 139.35625 6 130.95625 123.1125 13 17

Now, the procedure of creating cohmn chart is given below. 1. Enter the data in excel sheet. Order quantity Average Profit $139.49 12 149.99375 149.15 14 144.19375 15 139.35625 16 130.95625 17 123.1125 13

2. Go to column graph and select the range. 3. Finally click ok.

The output of the column chart is given below Average Profit 200 150 100 50 12 13 15 16 17 Order quantity The average profit is maximum when the order quantity is 12. Since all the values are in 1000s, the sweatshirt supplier should print 12,000 sweatshirts so as to maximise average profit.

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