Question: Consider the following time series data. Week 1 2 3 4 5 6 Value 16 12 14 11 15 13 (a) Construct a time series
Consider the following time series data.
| Week | 1 | 2 | 3 | 4 | 5 | 6 |
|---|---|---|---|---|---|---|
| Value | 16 | 12 | 14 | 11 | 15 | 13 |
(a)
Construct a time series plot. What type of pattern exists in the data?
The data appear to follow a horizontal pattern.The data appear to follow a trend pattern. The data appear to follow a cyclical pattern.The data appear to follow a seasonal pattern.
(b)
Develop the three-week moving average for this time series. (Round your answers to two decimal places.)
| Week | Time Series Value | Forecast |
|---|---|---|
| 1 | 16 | |
| 2 | 12 | |
| 3 | 14 | |
| 4 | 11 | |
| 5 | 15 | |
| 6 | 13 |
Compute MSE. (Round your answer to two decimal places.)
MSE =
What is the forecast for week 7?
(c)
Use = 0.2 to compute the exponential smoothing values for the time series.
| Week | Time Series Value | Forecast |
|---|---|---|
| 1 | 16 | |
| 2 | 12 | |
| 3 | 14 | |
| 4 | 11 | |
| 5 | 15 | |
| 6 | 13 |
Compute MSE. (Round your answer to two decimal places.)
MSE =
What is the forecast for week 7? (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? Explain.
The three-week moving average provides a better forecast since it has a larger MSE than the smoothing approach using = 0.2.The three-week moving average provides a better forecast since it has a smaller MSE than the smoothing approach 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 approach.The exponential smoothing using = 0.2 provides a better forecast since it has a smaller MSE than the three-week moving average approach.
(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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