Construct a time series plot. What type of pattern exists in the data? The data appear to follow a trend pattern.The data appear to follow a horizontal pattern. The data appear to follow a cyclical pattern.The data appear to follow a seasonal pattern. (b) Develop a three-week moving average for this time series. (Round your answers to two decimal places.) Week Time Series Value Forecast 1 25 2 13 3 22 4 12 5 20 6 23 7 16
Construct a time series plot. What type of pattern exists in the data? The data appear to follow a trend pattern.The data appear to follow a horizontal pattern. The data appear to follow a cyclical pattern.The data appear to follow a seasonal pattern. (b) Develop a three-week moving average for this time series. (Round your answers to two decimal places.) Week Time Series Value Forecast 1 25 2 13 3 22 4 12 5 20 6 23 7 16
Practical Management Science
6th Edition
ISBN:9781337406659
Author:WINSTON, Wayne L.
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Chapter2: Introduction To Spreadsheet Modeling
Section: Chapter Questions
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Question
Consider the following time series data.
Week | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
---|---|---|---|---|---|---|---|
Value | 25 | 13 | 22 | 12 | 20 | 23 | 16 |
(a)
Construct a time series plot. What type of pattern exists in the data?
The data appear to follow a trend pattern.The data appear to follow a horizontal pattern. The data appear to follow a cyclical pattern.The data appear to follow a seasonal pattern.
(b)
Develop a three-week moving average for this time series. (Round your answers to two decimal places.)
Week | Time Series Value |
|
---|---|---|
1 | 25 | |
2 | 13 | |
3 | 22 | |
4 | 12 | |
5 | 20 | |
6 | 23 | |
7 | 16 |
Compute MSE. (Round your answer to two decimal places.)
MSE =
What is the forecast for week 8? (Round your answer to two decimal places.)
(c)
Use ? = 0.2 to compute the exponential smoothing values for the time series. (Round your answers to three decimal places.)
Week | Time Series Value |
Forecast |
---|---|---|
1 | 25 | |
2 | 13 | |
3 | 22 | |
4 | 12 | |
5 | 20 | |
6 | 23 | |
7 | 16 |
Compute MSE. (Round your answer to two decimal places.)
MSE =
What is the forecast for week 8? (Round your answer to two decimal places.)
(d)
Compare the three-week moving average forecast with the exponential smoothing forecast using
? = 0.2.
Which appears to provide the better forecast based on MSE?The three-week moving average provides a better forecast since it has a larger MSE than the exponential smoothing using ? = 0.2.The exponential smoothing using ? = 0.2 provides a better forecast since it has a smaller MSE than the three-week moving average. The three-week moving average provides a better forecast since it has a smaller MSE than the exponential smoothing using ? = 0.2.The exponential smoothing using ? = 0.2 provides a better forecast since it has a larger MSE than the three-week moving average.
(e)
Use trial and error to find a value of the exponential smoothing coefficient ? that results in a smaller MSE than what you calculated for ? = 0.2.
? =
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