Consider a portion of monthly return data (In %) on 20-year Treasury Bonds from 2006–2010.
Date | Return |
Jan-06 | 3.13 |
Feb-06 | 4.15 |
Mar-06 | 3.18 |
Apr-06 | 4.94 |
May-06 | 4.34 |
Jun-06 | 4.19 |
Jul-06 | 5.12 |
Aug-06 | 5.26 |
Sep-06 | 3.81 |
Oct-06 | 3.1 |
Nov-06 | 3.87 |
Dec-06 | 4.89 |
Jan-07 | 3.94 |
Feb-07 | 3.42 |
Mar-07 | 4.13 |
Apr-07 | 3.54 |
May-07 | 4.58 |
Jun-07 | 4.19 |
Jul-07 | 4.62 |
Aug-07 | 3.89 |
Sep-07 | 3.62 |
Oct-07 | 3.92 |
Nov-07 | 4.46 |
Dec-07 | 3.23 |
Jan-08 | 4.78 |
Feb-08 | 4.71 |
Mar-08 | 5.05 |
Apr-08 | 3.46 |
May-08 | 3.15 |
Jun-08 | 4.82 |
Jul-08 | 3.87 |
Aug-08 | 3.78 |
Sep-08 | 3.22 |
Oct-08 | 5.39 |
Nov-08 | 4.78 |
Dec-08 | 5.5 |
Jan-09 | 4.8 |
Feb-09 | 5.2 |
Mar-09 | 3.82 |
Apr-09 | 4.52 |
May-09 | 3.53 |
Jun-09 | 4.66 |
Jul-09 | 5.46 |
Aug-09 | 3.49 |
Sep-09 | 3.75 |
Oct-09 | 4.84 |
Nov-09 | 4.83 |
Dec-09 | 4.35 |
Jan-10 | 4.63 |
Feb-10 | 5.32 |
Mar-10 | 4.75 |
Apr-10 | 3.28 |
May-10 | 4.8 |
Jun-10 | 3.21 |
Jul-10 | 4.4 |
Aug-10 | 3.31 |
Sep-10 | 4.81 |
Oct-10 | 5.4 |
Nov-10 | 3.54 |
Dec-10 | 4.48 |
Estimate a linear trend model with seasonal dummy variables to make forecasts for the first three months of 2011. (Round intermediate calculations to at least 4 decimal places and final answers to 2 decimal places.)
Year | Month | y^t |
---|---|---|
2011 | January | |
2011 | February | |
2011 | March |
Assuming monthly seasonal dummies, since there are 12 months there will be 11 dummy variables to avoid the dummy variable trap.
Like this, for all the years, set the dummy variable values.
Now, using the regression tool in data analysis toolpak of excel: -
The following is obtained.
So, the predicted returns equation is
y = 4.49 - 0.234(January) + 0.07(Feb) -0.304(Mar) +....and so on till november
For January =1 and other months=0
y = 4.49 - 0.234= 4.256
For February =1 and other months=0
y = 4.49 + 0.07 = 4.56
For January =1 and other months=0
y = 4.49 - 0.304= 4.186
So, the prediction for 2011 first quarter is like this: -
Year | Month | y^t (returns) |
2011 | January | 4.256 |
2011 | February | 4.56 |
2011 | March | 4.186 |
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