Question

In: Operations Management

A small mattress company recently started its operations and currently does not have enough resources to...

  1. A small mattress company recently started its operations and currently does not have enough resources to utilize high-tech forecasting software. The manager wants to utilize traditional methods of forecasting to estimate demand. The following recent data on monthly sales are available from the past year. Use this information to answer the following set of questions.

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

  1. If the manager uses a naïve forecasting method. What is the forecast for Jan 2020? (2 pts.)
  1. Use the three-period moving average method and estimate forecast beginning from Aug-19 to Jan-20. Use 0.4, 0.3, and 0.2 as weights with highest weights given to the most recent periods (8 pts.)
  2. Calculate the Mean Absolute Deviation of forecasts from the three-period moving average. (5 pts.)

              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

  1. Use the exponential smoothing method to calculate forecast from Aug-19 to Jan-20. Use an α value of 0.3.

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)

Solutions

Expert Solution

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)

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