Question: Consider the following time series data. Week 1 2 3 4 5 6 7 Value 25 14 22 13 20 23 16 (a) Construct a
Consider the following time series data.
| Week | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
|---|---|---|---|---|---|---|---|
| Value | 25 | 14 | 22 | 13 | 20 | 23 | 16 |
(a)
Construct a time series plot. What type of pattern exists in the data?
The data appear to follow a cyclical pattern.The data appear to be stationary. The data appear to follow a trend pattern.The data appear to follow a seasonal pattern.
(b)
Develop 3-week moving average forecasts for this time series. (Round your answers to two decimal places.)
| Week | Time Series Value | Forecast |
|---|---|---|
| 1 | 25 | |
| 2 | 14 | |
| 3 | 22 | |
| 4 | 13 | |
| 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 forecasts for the time series. (Round your answers to three decimal places.)
| Week | Time Series Value | Forecast |
|---|---|---|
| 1 | 25 | |
| 2 | 14 | |
| 3 | 22 | |
| 4 | 13 | |
| 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 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 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 larger MSE than the three-week moving average.
(e)
Use trial and error (try different values of alpha) to find a value of the exponential smoothing coefficient (with 2 decimal places) that results in a smaller MSE than what you calculated for = 0.2.
=
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