Consider the following time series data:
Month | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
Value | 25 | 14 | 19 | 11 | 20 | 22 | 16 |
(a) | Compute MSE using the most recent value as the forecast for the next period. |
If required, round your answer to one decimal place. | |
What is the forecast for month 8? | |
If required, round your answer to one decimal place. Do not round intermediate calculation. | |
(b) | Compute MSE using the average of all the data available as the forecast for the next period. |
If required, round your answer to one decimal place. Do not round intermediate calculation. | |
What is the forecast for month 8? | |
If required, round your answer to one decimal place. | |
(c) | Which method appears to provide the better forecast? |
- Select your answer -NaïveAll data averageItem 5 |
a)
month | value | Forecast | |error|^2 |
1 | 25 | ||
2 | 14 | 25 | 121 |
3 | 19 | 14 | 25 |
4 | 11 | 19 | 64 |
5 | 20 | 11 | 81 |
6 | 22 | 20 | 4 |
7 | 16 | 22 | 36 |
total | 331 | ||
average | 55.17 | ||
MSE = | 55.2 | ||
forecast = | 16.0 |
b)
month | value | Forecast | (error)^2 |
1 | 25 | ||
2 | 14 | 25.00 | 121.00 |
3 | 19 | 19.50 | 0.25 |
4 | 11 | 19.33 | 69.44 |
5 | 20 | 17.25 | 7.56 |
6 | 22 | 17.80 | 17.64 |
7 | 16 | 18.50 | 6.25 |
total | 222.15 | ||
average | 37.02 | ||
MSE = | 37.0 | ||
forecast = | 18.1 |
c)
since MSE for All data average is smaller, this one is better
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