Question

In: Statistics and Probability

The time series showing the sales of a particular product over the past 12 months is...

The time series showing the sales of a particular product over the past 12 months is contained in the Excel Online file below. Construct a spreadsheet to answer the following questions.

  1. Use a=0.2 to compute the exponential smoothing forecasts for the time series (to 2 decimals).


    Month

    Time-Series
    Value

    Forecast
    1 105
    2 130
    3 125
    4 100
    5 90
    6 120
    7 150
    8 135
    9 95
    10 75
    11 100
    12 105
    13
  2. Use a smoothing constant of a=0.5 to compute the exponential smoothing forecasts (to 2 decimals).


    Month
    Time-Series
    Value

    Forecast
    1 105
    2 130
    3 125
    4 100
    5 90
    6 120
    7 150
    8 135
    9 95
    10 75
    11 100
    12 105
    13

    Compute MSE (to 2 decimals).

    MSE ( a= 0.2 ) : (___)
    MSE ( a = 0.5) : (___)
 
Month Time-Series Value
1 105
2 130
3 125
4 100
5 90
6 120
7 150
8 135
9 95
10 75
11 100
12 105
13
 

Solutions

Expert Solution

Formula for exponential smoothing forecast

where

is the forecast demand for the time t

is the smoothing constant

is the actual value for time t-1

is called the damping factor

is the forecast value for the time t-1

We will now put the formula in Excel.

Formula for MSE (Mean Square Error)

If it helps, kindly upvote.

Comment below for doubt


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