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- Sales of quilt covers at Bud Banis’ department store in Carbondale over the past year are shown below. Management prepared a forecast using a combination of exponential smoothing and its collective judgment for the 4 months (March, April, May, and June):
MONTH | UNIT SALES | MANAGEMENT’S FORECAST |
July | 100 | |
August | 93 | |
September | 96 | |
October | 110 | |
November | 124 | |
December | 119 | |
January | 92 | |
February | 83 | |
March | 101 | 120 |
April | 96 | 114 |
May | 89 | 110 |
June | 108 | 108 |
- Compute MAD and MAPE for management’s technique.
- Do management’s results outperform (i.e., have smaller MAD and MAPE than) a naive forecast?
- Which forecast do you recommend, based on lower forecast error? PX
- Attendance at Orlando’s newest Disney like attraction, Lego World, has been as follows:
QUARTER | GUESTS (IN THOUSANDS) | QUARTER | GUESTS (IN THOUSANDS) |
Winter Year 1 | 73 | Summer Year 2 | 124 |
Spring Year 1 | 104 | Fall Year 2 | 52 |
Summer Year 1 | 168 | Winter Year 3 | 89 |
Fall Year 1 | 74 | Spring Year 3 | 146 |
Winter Year 2 | 65 | Summer Year 3 | 205 |
Spring Year 2 | 82 | Fall Year 3 | 98 |
Compute seasonal indices using all of the data. PX
- Storrs Cycles has just started selling the new Cyclone Mountain bike, with monthly sales as shown in the table. First, co-owner Bob Day wants to forecast by exponential smoothing by initially setting February’s forecast equal to January’s sales with α=.1. Co-owner Sherry Snyder wants to use a three-period moving average.
SALES | BOB | SHERRY | BOB’S ERROR | SHERRY’S ERROR | |
January | 400 | — | |||
February | 380 | 400 | |||
March | 410 | ||||
April | 375 | ||||
May |
- Is there a strong linear trend in sales over time?
- Fill in the table with what Bob and Sherry each forecast for May and the earlier months, as relevant.
- Assume that May’s actual sales figure turns out to be 405. Complete the table’s columns and then calculate the mean absolute deviation for both Bob’s and Sherry’s methods.
- Based on these calculations, which method seems more accurate? PX
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Homework