Consider the following time series data:
Month | 1 | 2 | 3 | 4 | 5 | 6 | 7 |
Value | 24 | 13 | 20 | 12 | 18 | 23 | 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? (options are: naive, all data average) |
a)
month | value | Forecast | |error| | |error|^2 |
1 | 24 | |||
2 | 13 | 24 | 11 | 121 |
3 | 20 | 13 | 7 | 49 |
4 | 12 | 20 | 8 | 64 |
5 | 18 | 12 | 6 | 36 |
6 | 23 | 18 | 5 | 25 |
7 | 16 | 23 | 7 | 49 |
total | 44 | 344 | ||
average | 7.33 | 57.33 | ||
MSE = | 57.3 | |||
forecast = | 16.0 |
b)
month | value | Forecast | (error)^2 |
1 | 24 | ||
2 | 13 | 24.00 | 121.00 |
3 | 20 | 18.50 | 2.25 |
4 | 12 | 19.00 | 49.00 |
5 | 18 | 17.25 | 0.56 |
6 | 23 | 17.40 | 31.36 |
7 | 16 | 18.33 | 5.44 |
total | 209.62 | ||
average | 34.94 | ||
MSE = | 34.9 | ||
forecast = | 18.0 |
c)
all data average is better due to smallest MSE
Get Answers For Free
Most questions answered within 1 hours.