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In: Statistics and Probability

QUESTION 4 [27 marks] Suppose the following quarterly earnings (in N$ millions) have been recorded by...

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]

Solutions

Expert Solution

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

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