Statistics Exam
Ch 15 Q 1 - 20 points
| 1. Consider the following time series data (temperature): | |||||||
| Month | Value | 2 month MVA | Error | Squared Error | Exponential Smoothing 0.25 | Error | Squared |
| 1 | 64 | ||||||
| 2 | 68 | ||||||
| 3 | 75 | ||||||
| 4 | 81 | ||||||
| 5 | 87 | ||||||
| 6 | 93 | ||||||
| 7 | 96 | ||||||
| 8 | 98 | ||||||
| 9 | 92 | ||||||
| 10 | 83 | ||||||
| 11 | 72 | ||||||
| a. Construct a time series plot. What type of pattern exists in the data? | |||||||
| b. Develop a two-month moving average for this time series. Compute MSE and a forecast for Month 12. | |||||||
| c. Use a α = 0.25 to compute the exponential smoothing values for the time series. Compute MSE and a forecast for Month 12. | |||||||
| d. Compare the two-month moving average forecast with the exponential smoothing forecast using α = 0.25. | |||||||
| Which appears to provide the better forecast based on MSE? | |||||||
| e. Use trial and error to find a value of the exponential smoothing coefficient a that results in a smaller MSE than what you calculated for α = 0.25. | |||||||
| Alpha |
Ch 15 Q 2 - 5 points
| 2. Using the same forecast values for problem 1, calculate a two-month weighted moving average with the following weights: | ||||
| 1/2 for the most recent observation 1/2 for the second most recent observation | ||||
| Month | Value | 2 month MVA | Error | Squared Error |
| 1 | 64 | |||
| 2 | 68 | |||
| 3 | 75 | |||
| 4 | 81 | |||
| 5 | 87 | |||
| 6 | 93 | |||
| 7 | 96 | |||
| 8 | 98 | |||
| 9 | 92 | |||
| 10 | 83 | |||
| 11 | 72 | |||
| a. What is the MSE for a 2 month weighted moving average? | ||||
| b. By comparing the 2 month moving average from question 1 to the 2 month weighted moving average, which one is better and why? | ||||
| c. By comparing the Exponential Smoothing at 0.25 from question 1 to the 2 month weighted moving average, which one is better and why? | ||||
Ch 9 Q 3 - 20 points
| 3. Draw a project network that can be used to assist in scheduling of the project activities: | |||||||||||||||
| Activity | A | B | C | D | E | F | G | H | I | J | K | L | M | N | O |
| Immediate Predecessor | - | A | A | A | A | B | C | D | E | E,H | B,G,D | F,K | I,J,K | I | L,M,N |
Ch 9 Q 4 - 20 points
| 4. Consider the following project network and activity times (in weeks): | ||||||||||
| Activity | A | B | C | D | E | F | G | H | I | J |
| Immediate Predecessor | - | - | B | A,C | B | B | E | E | D,G | F,H |
| Expected | 4 | 4 | 5 | 3 | 10 | 8 | 6 | 6 | 3 | 5 |
| a. Identify the critical path | ||||||||||
| b. How much time will be needed to complete the project in weeks? | ||||||||||
| c. Can activity B be delayed without delaying the entire project? If so, by how many weeks? | ||||||||||
| d. Can activity H be delayed without delaying the entire project? If so, by how many weeks? | ||||||||||
| e. Can activity J be delayed without delaying the entire project? If so, by how many weeks? | ||||||||||
Ch 10 - Q 5 - 20 points
| 5. Walmart SuperCenter (open 24 hours per day, every day) sells 16-packs of paper towels at a rate of about 840 packs per week (higher during the pandemic). Quality paper towels take a lot of space and the annual inventory cost is approximately $0.60 per pack. The cost to place an order for more is $45.00 and it takes 8 days for an order to arrive. |
| a. What is the optimal order Q* or EOQ quantity for Walmart? |
| b. What is the reorder point considering that Walmart is open 24/7? |
| c. How frequently should an order be replaced? |
| d. What is the reorder point for part (b) if the reorder point is expressed in terms of the inventory on hand rather than the inventory position? |
| e. Walmart warehouse has an area reserved to storage no more than 1,500 16-pack of paper towels. Should Walmart consider expanding the area reserved to storage 16-pack of paper towels? |
Ch 11 Q 6 - 15 points
| 6. A private mechanic provides a single-server service. Customers provide an arrival rate of 2 cars per hour. The service rate is 3 cars per hour. Assume that arrivals follow a Poisson probability distribution and that service times follow an exponential probability distribution. |
| a. What is the average number of cars in the system? |
| b. What is the average time that a car waits for the service to begin? |
| c. What is the average time a car spends in the system? |
| d. What is the probability that an arrival has to wait for service? |
| e. Assume that the Poisson probability distribution can be used to describe the arrival process. Use the arrival rate and compute the probabilities that exactly 1, 2, and 3 cars will arrive during a 15-minute period. |
EXTRA CREDIT - 15 points total
| Extra Credit 1. You have been provided the following optimistic, most probable and pessimitic time in days for a bathroom remodeling: | |||
| Activity | Optimistic | Most Probable | Pessimistic |
| A | 3 | 6 | 11 |
| B | 2 | 2 | 6 |
| C | 4 | 4 | 6 |
| D | 3 | 5 | 9 |
| E | 5 | 5 | 7 |
| F | 2 | 3 | 6 |
| G | 2 | 3 | 7 |
| H | 3 | 4 | 9 |
| a. Calculate the Expected time: | |||
| b. Calculate the Variarnce: | |||
| Extra Credit 2. Once you have calculated the EOQ for problem 5, you will notice an amount that is not round. | |||
| You are trying to advise management whether perhaps you should round the value up or down by a considerable amount. | |||
| For example, if you find an EOQ of 1869, should you round it up to 1900 or should you round down to 1800. Minimum changes are not relevant. | |||
| Considering all factors, ordering costs, holding costs, and so on, what would you advise management? | |||
| Extra credit 3. For problem 6, let's say that we increase the service rate to 5 cars with the help of an assistant. | |||
| a. What is the average number of cars in the system now? | |||
| b. What is the new average time that a car waits for the service to begin? | |||
| c. What is the new average time a car spends in the system? | |||
| d. What is the new probability that an arrival has to wait for service? | |||
| e. By comparing arrival rate and service rate for problem 6 and adding an assistance who will cost the mechanic more money, will it be a smart move? Explain. | |||