In: Operations Management
Month |
Sales |
Moving Average |
MAD |
Jan-19 |
119 |
||
Feb-19 |
72 |
||
Mar-19 |
113 |
||
Apr-19 |
82 |
||
May-19 |
82 |
||
Jun-19 |
131 |
||
Jul-19 |
111 |
||
Aug-19 |
116 |
||
Sep-19 |
89 |
||
Oct-19 |
95 |
||
Nov-19 |
88 |
||
Dec-19 |
90 |
||
Jan-20 |
2. Use the same date from Q1. to answer the following questions. (10 pts.)
Month |
Sales |
Forecast |
Jan-19 |
119 |
|
Feb-19 |
72 |
|
Mar-19 |
113 |
|
Apr-19 |
82 |
|
May-19 |
82 |
|
Jun-19 |
131 |
|
Jul-19 |
111 |
|
Aug-19 |
116 |
|
Sep-19 |
89 |
|
Oct-19 |
95 |
|
Nov-19 |
88 |
|
Dec-19 |
90 |
|
Jan-20 |
You need a beginning forecast of Jul-19 to start this. Use the naïve forecast for estimating Jul-19, and then use the answer to start the exponential smoothing method.
(Please show all the work for credit on this. You can use excel too, but show the logic/formula if using excel)
a)
forecast for Jan 2020 using Naive approach = sales of Dec-19=90
b)
Weighted Moving Average for Aug -19= =(0.4*sales of Jul -19)+(0.3*Sales of Jun-19)+(0.2*Sales of May-19)
absolute deviation = Sales - Forecast with Absolute value
1 | B | C | D | E |
2 | Month | Sales | Weighted Moving Average | Absolute Deviation from Aug 19 to Dec 19 |
3 | 19-Jan | 119 | ||
4 | 19-Feb | 72 | ||
5 | 19-Mar | 113 | ||
6 | 19-Apr | 82 | ||
7 | 19-May | 82 | ||
8 | 19-Jun | 131 | ||
9 | 19-Jul | 111 | ||
10 | 19-Aug | 116 | 100.1 | 15.9 |
11 | 19-Sep | 89 | 105.9 | 16.9 |
12 | 19-Oct | 95 | 92.6 | 2.4 |
13 | 19-Nov | 88 | 87.9 | 0.1 |
14 | 19-Dec | 90 | 81.5 | 8.5 |
15 | 20-Jan | 81.4 | Mean absolute Deviation | |
16 | 8.76 |
Formula:
1 | B | C | D | E |
2 | Month | Sales | Weighted Moving Average | Absolute Deviation from Aug 19 to Dec 19 |
3 | 43849 | 119 | ||
4 | 43880 | 72 | ||
5 | 43909 | 113 | ||
6 | 43940 | 82 | ||
7 | 43970 | 82 | ||
8 | 44001 | 131 | ||
9 | 44031 | 111 | ||
10 | 44062 | 116 | =(0.4*C9)+(0.3*C8)+(0.2*C7) | =ABS(C10-D10) |
11 | 44093 | 89 | =(0.4*C10)+(0.3*C9)+(0.2*C8) | =ABS(C11-D11) |
12 | 44123 | 95 | =(0.4*C11)+(0.3*C10)+(0.2*C9) | =ABS(C12-D12) |
13 | 44154 | 88 | =(0.4*C12)+(0.3*C11)+(0.2*C10) | =ABS(C13-D13) |
14 | 44184 | 90 | =(0.4*C13)+(0.3*C12)+(0.2*C11) | =ABS(C14-D14) |
15 | 43850 | =(0.4*C14)+(0.3*C13)+(0.2*C12) | Mean absolute Deviation | |
16 | =AVERAGE(E10:E14) |
c)
Formula:
Forecast of Jul-19 is considered using Naive forecast, where, Forecast of Jul-19=sales of Jun -19
Exponential Smoothing Forecast using Alpha value of 0.3 for Aug 19 = (0.3*Sales of Jul-19)+(0.7*Forecast of Jul-19)
1 | B | C | D | E |
2 | Month | Sales | Exponential Smoothing Forecast using Alpha =0.3 | Absolute Deviation from Aug 19 to Dec 19 |
3 | 19-Jan | 119 | ||
4 | 19-Feb | 72 | ||
5 | 19-Mar | 113 | ||
6 | 19-Apr | 82 | ||
7 | 19-May | 82 | ||
8 | 19-Jun | 131 | ||
9 | 19-Jul | 111 | 131.00 | |
10 | 19-Aug | 116 | 125.00 | 9.00 |
11 | 19-Sep | 89 | 122.30 | 33.30 |
12 | 19-Oct | 95 | 112.31 | 17.31 |
13 | 19-Nov | 88 | 107.12 | 19.12 |
14 | 19-Dec | 90 | 101.38 | 11.38 |
15 | 20-Jan | 97.97 | Mean absolute Deviation | |
16 | 18.02 |
Formula:
1 | B | C | D | E |
2 | Month | Sales | Exponential Smoothing Forecast using Alpha =0.3 | Absolute Deviation from Aug 19 to Dec 19 |
3 | 43849 | 119 | ||
4 | 43880 | 72 | ||
5 | 43909 | 113 | ||
6 | 43940 | 82 | ||
7 | 43970 | 82 | ||
8 | 44001 | 131 | ||
9 | 44031 | 111 | 131 | |
10 | 44062 | 116 | =(0.3*C9)+(0.7*D9) | =ABS(C10-D10) |
11 | 44093 | 89 | =(0.3*C10)+(0.7*D10) | =ABS(C11-D11) |
12 | 44123 | 95 | =(0.3*C11)+(0.7*D11) | =ABS(C12-D12) |
13 | 44154 | 88 | =(0.3*C12)+(0.7*D12) | =ABS(C13-D13) |
14 | 44184 | 90 | =(0.3*C13)+(0.7*D13) | =ABS(C14-D14) |
15 | 43850 | =(0.3*C14)+(0.7*D14) | Mean absolute Deviation | |
16 | =AVERAGE(E10:E14) |