Suggested Solutions to Assignment 4 (Optional) - Trent University
Suggested Solutions to Assignment 4 (Optional) - Trent University
Suggested Solutions to Assignment 4 (Optional) - Trent University
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Table 2<br />
Number of New-Housing Starts in the<br />
United States in Each Year, 2005–2009<br />
(in thousands of units)<br />
Year<br />
New-Housing Starts<br />
2005 2,068.3<br />
2006 1,800.9<br />
2007 1,355.0<br />
2008 905.5<br />
2009 553.8<br />
5. Since the problem asks <strong>to</strong> forecast the index of new housing starts for 1998 and compare<br />
it <strong>to</strong> the index of 163 already known, we only forecast the index for 1998 without the<br />
need <strong>to</strong> forecast the index for all previous years.<br />
The only reason for forecasting all previous years would be <strong>to</strong> calculate the root-meansquare<br />
error (RMSE) of the forecast obtained with different moving averages so as <strong>to</strong> be<br />
able <strong>to</strong> choose the forecast of the moving average with the smallest RMSE. Since we<br />
know here the actual value of the index for 1998, we can compare our results directly<br />
with the actual index rather than using RMSE.<br />
The three-year moving average index of new housing starts in the United States for 1998<br />
is obtained by summing the indexes from 1995, 1996, and 1997 and dividing by 3. This<br />
is (142 + 156 + 162)/3 = 460/3 = 153.3 or 153.<br />
On the other hand, the five-year moving average is obtained by summing the indexes for<br />
the five years from 1993 <strong>to</strong> 1997 and dividing by 5. This is (125 + 146 + 142 + 156<br />
+ 162)/5 = 731/5 = 146.2 or 146.<br />
Neither the three-year nor the five-year moving average provides a good forecast for<br />
the actual index of 163 for 1998, but the three-year moving average is somewhat better.<br />
In fact, the RMSE for the three-year moving average is 17, while the RMSE for the<br />
five-year moving average is 24.<br />
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