In: Statistics and Probability
QUESTION 4 [27 marks] Suppose the following quarterly earnings (in N$ millions) have been recorded by Namibia breweries company for the years 2007 to 2010. Year Quarter 2007 2008 2009 2010 1 52 57 60 66 2 67 90 77 82 3 27 75 84 98 4 45 71 63 76 4.1 Compute the 4-period centred moving average for the quarterly sales. [4] 4.2 Compute the seasonal indexes for these quarterly earnings. [10] 4.3 Use the method of least squares from regression analysis to determine the trend line of best fit. Use the zero-sum method for coding. [10] 4.4 Using the trend line you produced in 4.3, estimate the trend value of the time series for Quarter 3 in 2014. [3]
4.1 Compute the 4-period centred moving average for the quarterly sales. [4]
Centered |
Moving |
Average |
48.375 |
51.875 |
60.750 |
70.000 |
73.625 |
72.375 |
71.875 |
72.000 |
71.750 |
73.125 |
75.500 |
78.875 |
4.2 Compute the seasonal indexes for these quarterly earnings. [10]
Seasonal |
Indexes |
0.921 |
1.181 |
0.956 |
0.943 |
4.3 Use the method of least squares from regression analysis to determine the trend line of best fit. Use the zero-sum method for coding. [10]
y = 2.4547x + 47.291
4.4 Using the trend line you produced in 4.3, estimate the trend value of the time series for Quarter 3 in 2014. [3]
y = 2.4547*31 + 47.291 = 123.3867
The calculations are:
Centered | |||||||
Moving | Ratio to | Seasonal | Data | ||||
t | Year | Quarter | Data | Average | CMA | Indexes | Deseasonalized |
1 | 1 | 1 | 52 | 0.921 | 56.5 | ||
2 | 1 | 2 | 67 | 1.181 | 56.7 | ||
3 | 1 | 3 | 27 | 48.375 | 0.558 | 0.956 | 28.3 |
4 | 1 | 4 | 45 | 51.875 | 0.867 | 0.943 | 47.7 |
5 | 2 | 1 | 57 | 60.750 | 0.938 | 0.921 | 61.9 |
6 | 2 | 2 | 90 | 70.000 | 1.286 | 1.181 | 76.2 |
7 | 2 | 3 | 75 | 73.625 | 1.019 | 0.956 | 78.5 |
8 | 2 | 4 | 71 | 72.375 | 0.981 | 0.943 | 75.3 |
9 | 3 | 1 | 60 | 71.875 | 0.835 | 0.921 | 65.2 |
10 | 3 | 2 | 77 | 72.000 | 1.069 | 1.181 | 65.2 |
11 | 3 | 3 | 84 | 71.750 | 1.171 | 0.956 | 87.9 |
12 | 3 | 4 | 63 | 73.125 | 0.862 | 0.943 | 66.8 |
13 | 4 | 1 | 66 | 75.500 | 0.874 | 0.921 | 71.7 |
14 | 4 | 2 | 82 | 78.875 | 1.040 | 1.181 | 69.4 |
15 | 4 | 3 | 98 | 0.956 | 102.5 | ||
16 | 4 | 4 | 76 | 0.943 | 80.6 |