What about time-series forecasting


Assignment:

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Henry Clements is a friend of yours who has a car rental agency in a major  metropolitan area. Although his is an independent company, Henry works closely with  three other independent companies in the metro area. They share information and each  week they forecast the number of cars each will need the following week. Then, if   needed, they will transfer cars between location on Sunday when none of the agencies  are open. If they have to go and get a car during the week, it will cost $75 per car,  considering the lost time and good will of making the customer wait. Moving on Sunday  gives the customer the option to return the car to any of the four locations and it has  allowed Henry and the other agencies access to extra cars to meet their needs.

Everyone is happy with this arrangement.

Henry reviewed his company's performance and he believes there is room for  improvement. He has obtained records for the last three months. The data he collected  are shown below. It is Friday and he has to input his forecast for the number of cars  needed tomorrow. He knows you have been taking a class in Quantitative Analysis and  has asked you to review his data and help with his forecast to determine what else he  might to do increase his performance. As you discuss the situation with him, you learn  that he wants to be able to meet the customers' requirement for a vehicle 95% of the  time. He says he rarely ever gets complaints if the exact model is not available, as long  as he has a vehicle available, so he does not try to anticipate particular size or model  requests and lets randomness take care of that. Weekly demand is as follows:

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1. What should his forecast be using this method?

2. What would the forecast be if he used regression analysis?

3. What about time-series forecasting?

4. What will you tell him about which is the best option?

Henry has two people who can check cars out for a rental. One works at the service  counter and the other works in the office and can come out to help if needed. Henry has determined that people arrive following a Poisson distribution. Rentals average about 24 per
day and the service person takes about 15 minutes to process a customer for a rental. Henry sees that the agent at the service counter in not busy all the time so he is contemplating not keeping the office person trained and leaving only the service counter person.

5. Is this a wise move?

6. What is the average time the customer takes from when he/she arrives until he/she has
a car?
Currently, when the office person in serving customers, a second line forms in front of the
counter.

7. Is that how Henry should set up the waiting area or is there a better way?

When a car is returned to his location, Henry has three employees who prepare the car for the next rental. As a car arrives, one of the employees takes the car and washes, cleans, vacuums, and inspects it, prepares the paperwork for the next rental, and returns the car to the lot. The employees each take a car in sequence. Henry has observed the process and has Page 3 of 4
observed the time each takes to complete each step. The information about the times (in minutes) is as follow: Employees Wash Vacuum Inspect & Return
Beverly 22 13 11
Cameron 15 17 20
Tina 19 19 14
8. Is there is a better way to organize this part of the operations?
Each rental requires two agreement forms, one for when the car is checked out and one
when it is checked in. Henry orders these forms from a local printer. The printer charges Henry
$40 to set up the printer. The forms cost 50cents each. Because of the damage to the forms
and the forms becoming obsolete, it cost Henry 25% to store the forms. The printer will only
accept orders in multiples of 100.
9. If the three months of data collected and presented above is indicative of all demand,
how many forms should Henry order?
The printer offers Henry a 10% discount if Henry orders 5000 or more form at a time.
10. Would this be advantageous to Henry? How much money would it save, if any?
Henry is now ready compute what do with the cars on Sunday. The other locations
report the following on-hand and needed cars. Henry will have 150 cars on-hand Saturday
night.
Location North Location East Location South
On-hand 165 160 200
Needed 195 160 190
Based on past experience, the cost to move cars is:
Between And Cost
Henry Location North $12
Henry Location East $22
Henry Location South $17
Location North Location East $7
Location North Location South $28
Location East Location South $14

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11. How many cars will need to be moved and what will the total cost of the move be?
12. Based on all the above computations, what would you recommend to Henry about his
operation and what changes would you propose (if any)?

 

 

 

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