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eBook Refer to the gasoline sales time series data in the given table. Week Sales (1,000s...

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Refer to the gasoline sales time series data in the given table.

Week Sales (1,000s of gallons)
1 17
2 21
3 16
4 24
5 17
6 18
7 22
8 20
9 21
10 19
11 16
12 25
(a) Compute four-week and five-week moving averages for the time series.
If required, round your answers to two decimal places.

Week

Sales
4 Period
Moving Average
5 period
Moving Average
1 17
2 21
3 16
4 24
5 17
6 18
7 22
8 20
9 21
10 19
11 16
12 25
(b) Compute the MSE for the four-week and five-week moving average forecasts.
If required, round your final answers to three decimal places.
MSE for four-week moving average =
MSE for five-week moving average =
(c) What appears to be the best number of weeks of past data (three, four, or five) to use in the moving average computation? Consider that the MSE for the three-week moving average is 12.852.

Solutions

Expert Solution

a) Compute four-week moving average.

Compute five-week moving averages for the time series

b)  the mean square error is MSE of 4 years moving average = (6.25+ 2.25+10.5625+0.0625+3.0625+1.5625+20.25+36)/8=10

The mean square error is MSE of 5 years moving average= (1 + 7.84 + 0.36 + 0.64 + 0.36+16 + 29.16)/8 = 7.91

c)  The 4 years moving average is less than compare to 5 years and 3 years moving average

Therefore, 4 years moving average is best method to the given data


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