Question

In: Math

Table below shows monthly beer sales at Gordon’s Liquor Store in 2017. The sales manager had...

Table below shows monthly beer sales at Gordon’s Liquor Store in 2017.

The sales manager had predicted that January 2017 beer sales would be 950.

Month

Sales

Jan 2017

900

Feb

725

Mar

1000

Apr

800

May

750

Jun

1200

Jul

1000

Aug

1100

Sep

1250

Oct

1050

Nov

1400

Dec

1600

Jan 2018

    ??  

  • Forecast beer sales needed for January 2018 using the moving average with 3 periods.

  • Forecast beer sales needed for January 2018 using an exponential smoothing method with α = 0.2 and α = 0.9

  • What is the best method to forecast the beer sales according to MSE. (moving average with 3 periods, exponential smoothing method with α = 0.2, or exponential smoothing method with α = 0.9)

Solutions

Expert Solution

1)

forecasted beer sales with moving average with 3 period =(1050+1400+1600)/3=1350

2)

for exponential smoothing: next period forecast =previous period actual*alpha+(1-alpha)*previous period forecast

for alpha =0.2

month value forecast error^2
1 900
2 725 900.00 30625.00
3 1000 865.00 18225.00
4 800 892.00 8464.00
5 750 873.60 15276.96
6 1200 848.88 123285.25
7 1000 919.10 6544.16
8 1100 935.28 27131.62
9 1250 968.23 79396.27
10 1050 1024.58 646.11
11 1400 1029.66 137148.01
12 1600 1103.73 246281.93
13 1202.99 total 693024.33
average=MSE= 63002.21

forecast for Jan 2018 with alpha=0.2 is 1202.99

with alpha =0.9

month value forecast error^2
1 900
2 725 900.00 30625.00
3 1000 742.50 66306.25
4 800 974.25 30363.06
5 750 817.43 4546.13
6 1200 756.74 196477.21
7 1000 1155.67 24234.47
8 1100 1015.57 7128.86
9 1250 1091.56 25104.27
10 1050 1234.16 33913.31
11 1400 1068.42 109948.24
12 1600 1366.84 54362.86
13 1576.68 total 583009.66
average=MSE= 53000.88

forecast for Jan 2018 with alpha=0.9 is 1576.68

3)

as MSE is less with alpha= 0.9 , exponential smoothing method with α = 0.9 seems better.


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