In: Statistics and Probability
Refer to the gasoline sales time series data in Table below to answer the following (Copy the file to Excel when done submit here)
1. Compute Three- week, four-week and five-week moving averages for the time series.
2. Compute the MSE for Three- week, the four-week and five-week moving average forecasts.
3. What appears to be the best number of weeks of past data (three, four, or five) to use in the moving average computation?
4. Plot gasoline sales time series after obtaining the contract with the Vermont state police
5. Plot gasoline sales time series and three-week moving average Forecasts
Week |
Sale (1000s of Gallons) |
1 |
17 |
2 |
21 |
3 |
19 |
4 |
23 |
5 |
18 |
6 |
16 |
7 |
20 |
8 |
18 |
9 |
22 |
10 |
20 |
11 |
15 |
12 |
22 |
13 |
31 |
14 |
34 |
15 |
31 |
16 |
33 |
17 |
28 |
18 |
32 |
19 |
30 |
20 |
29 |
22 |
34 |
21 |
33 |
SOLUTION
1) and 2)
week | sale | MA 3 | MA 4 | MA 5 | MSE 3 | MSE 4 | MSE 5 |
1 | 17 | ||||||
2 | 21 | ||||||
3 | 19 | ||||||
4 | 23 | 19 | 16 | ||||
5 | 18 | 21 | 20 | 9 | 4 | ||
6 | 16 | 20 | 20.25 | 19.6 | 16 | 18.0625 | 12.96 |
7 | 20 | 19 | 19 | 19.4 | 1 | 1 | 0.36 |
8 | 18 | 18 | 19.25 | 19.2 | 0 | 1.5625 | 1.44 |
9 | 22 | 18 | 18 | 19 | 16 | 16 | 9 |
10 | 20 | 20 | 19 | 18.8 | 0 | 1 | 1.44 |
11 | 15 | 20 | 20 | 19.2 | 25 | 25 | 17.64 |
12 | 22 | 19 | 18.75 | 19 | 9 | 10.5625 | 9 |
13 | 31 | 19 | 19.75 | 19.4 | 144 | 126.5625 | 134.56 |
14 | 34 | 22.66667 | 22 | 22 | 128.4444 | 144 | 144 |
15 | 31 | 29 | 25.5 | 24.4 | 4 | 30.25 | 43.56 |
16 | 33 | 32 | 29.5 | 26.6 | 1 | 12.25 | 40.96 |
17 | 28 | 32.66667 | 32.25 | 30.2 | 21.77778 | 18.0625 | 4.84 |
18 | 32 | 30.66667 | 31.5 | 31.4 | 1.777778 | 0.25 | 0.36 |
19 | 30 | 31 | 31 | 31.6 | 1 | 1 | 2.56 |
20 | 29 | 30 | 30.75 | 30.8 | 1 | 3.0625 | 3.24 |
21 | 34 | 30.33333 | 29.75 | 30.4 | 13.44444 | 18.0625 | 12.96 |
22 | 33 | 31 | 31.25 | 30.6 | 4 | 3.0625 | 5.76 |
21.7076 | 24.09722 | 26.15529 |
3 )
MSE is lowest for Three- week
formulas : just copy paste below in excel
week | sale | MA 3 | MA 4 | MA 5 | MSE 3 | MSE 4 | MSE 5 |
1 | 17 | ||||||
=1+A2 | 21 | ||||||
=1+A3 | 19 | ||||||
=1+A4 | 23 | =AVERAGE(B2:B4) | =(B5-C5)^2 | ||||
=1+A5 | 18 | =AVERAGE(B3:B5) | =AVERAGE(B2:B5) | =(B6-C6)^2 | =(B6-D6)^2 | ||
=1+A6 | 16 | =AVERAGE(B4:B6) | =AVERAGE(B3:B6) | =AVERAGE(B2:B6) | =(B7-C7)^2 | =(B7-D7)^2 | =(B7-E7)^2 |
=1+A7 | 20 | =AVERAGE(B5:B7) | =AVERAGE(B4:B7) | =AVERAGE(B3:B7) | =(B8-C8)^2 | =(B8-D8)^2 | =(B8-E8)^2 |
=1+A8 | 18 | =AVERAGE(B6:B8) | =AVERAGE(B5:B8) | =AVERAGE(B4:B8) | =(B9-C9)^2 | =(B9-D9)^2 | =(B9-E9)^2 |
=1+A9 | 22 | =AVERAGE(B7:B9) | =AVERAGE(B6:B9) | =AVERAGE(B5:B9) | =(B10-C10)^2 | =(B10-D10)^2 | =(B10-E10)^2 |
=1+A10 | 20 | =AVERAGE(B8:B10) | =AVERAGE(B7:B10) | =AVERAGE(B6:B10) | =(B11-C11)^2 | =(B11-D11)^2 | =(B11-E11)^2 |
=1+A11 | 15 | =AVERAGE(B9:B11) | =AVERAGE(B8:B11) | =AVERAGE(B7:B11) | =(B12-C12)^2 | =(B12-D12)^2 | =(B12-E12)^2 |
=1+A12 | 22 | =AVERAGE(B10:B12) | =AVERAGE(B9:B12) | =AVERAGE(B8:B12) | =(B13-C13)^2 | =(B13-D13)^2 | =(B13-E13)^2 |
=1+A13 | 31 | =AVERAGE(B11:B13) | =AVERAGE(B10:B13) | =AVERAGE(B9:B13) | =(B14-C14)^2 | =(B14-D14)^2 | =(B14-E14)^2 |
=1+A14 | 34 | =AVERAGE(B12:B14) | =AVERAGE(B11:B14) | =AVERAGE(B10:B14) | =(B15-C15)^2 | =(B15-D15)^2 | =(B15-E15)^2 |
=1+A15 | 31 | =AVERAGE(B13:B15) | =AVERAGE(B12:B15) | =AVERAGE(B11:B15) | =(B16-C16)^2 | =(B16-D16)^2 | =(B16-E16)^2 |
=1+A16 | 33 | =AVERAGE(B14:B16) | =AVERAGE(B13:B16) | =AVERAGE(B12:B16) | =(B17-C17)^2 | =(B17-D17)^2 | =(B17-E17)^2 |
=1+A17 | 28 | =AVERAGE(B15:B17) | =AVERAGE(B14:B17) | =AVERAGE(B13:B17) | =(B18-C18)^2 | =(B18-D18)^2 | =(B18-E18)^2 |
=1+A18 | 32 | =AVERAGE(B16:B18) | =AVERAGE(B15:B18) | =AVERAGE(B14:B18) | =(B19-C19)^2 | =(B19-D19)^2 | =(B19-E19)^2 |
=1+A19 | 30 | =AVERAGE(B17:B19) | =AVERAGE(B16:B19) | =AVERAGE(B15:B19) | =(B20-C20)^2 | =(B20-D20)^2 | =(B20-E20)^2 |
=1+A20 | 29 | =AVERAGE(B18:B20) | =AVERAGE(B17:B20) | =AVERAGE(B16:B20) | =(B21-C21)^2 | =(B21-D21)^2 | =(B21-E21)^2 |
=1+A21 | 34 | =AVERAGE(B19:B21) | =AVERAGE(B18:B21) | =AVERAGE(B17:B21) | =(B22-C22)^2 | =(B22-D22)^2 | =(B22-E22)^2 |
=1+A22 | 33 | =AVERAGE(B20:B22) | =AVERAGE(B19:B22) | =AVERAGE(B18:B22) | =(B23-C23)^2 | =(B23-D23)^2 | =(B23-E23)^2 |
=AVERAGE(F5:F23) | =AVERAGE(G5:G23) | =AVERAGE(H5:H23) |