In: Finance
A large Portland manufacturer wants to forecast demand for a piece of pollution-control equipment. A review of past sales
(Upper A Subscript tAt ), as shown below, indicates that an increasing trend is present. Smoothing constants are assigned the values of
alpha α= 0.2 and beta β=0.4 The firm assumes the initial forecast for month 1 (Upper F 1F1 )was13.00 units and the trend over that period Upper T 1T1 was
2.00 units.
Using trend-adjusted exponential smoothing, Forecasts (Upper F Subscript tFt ), Trend (Upper T Subscript tTt ), and Forecasts Including Trend (FIT Subscript tFITt ) for months 1 through 4 have already been developed and are provided below. Continue with the process and determine Upper F Subscript tFt , Upper T Subscript tTt , and FIT Subscript tFITt for months 5 and 6 (round your responses to two decimal places):
Month (t ) |
Actual Demand (Upper A Subscript tAt ) |
Forecast (Upper F Subscript tFt ) |
Trend (Upper T Subscript tTt ) |
Forecast Including Trend
(FIT Subscript tFITt ) |
1 |
14.0 |
13.00 |
2.00 |
15.00 |
2 |
16.0 |
14.80 |
1.92 |
16.72 |
3 |
20.0 |
16.58 |
1.86 |
18.44 |
4 |
20.0 |
18.75 |
1.98 |
20.73 |
5 |
25.0 |
? |
? |
? |
6 |
21.0 |
? |
? |
? |
7 |
32.0 |
− |
− |
− |
8 |
26.0 |
− |
− |
− |
9 |
38.0 |
− |
− |
− |
10 |
- |
− |
− |
− |
Forecast by trend adjusted exponential smoothing
formula of
Forecastt = Forecast Including Trendt-1 + Alpha * (Actual t-1 - Forecast Including Trentt-1 )
and
Trendt = Trend t -1 + Beta * (Forecast t - Forecast Including Trendt-1 )
Using the above formula we draw a excel table
(t ) | (Upper A Subscript tAt ) Actual | (Upper F Subscript tFt ) Forecast t |
(Upper T Subscript tTt ) Trend t |
(FIT Subscript tFITt ) Forecast Including Trentt-1 |
1 | 14 | 13.00 | 2.00 | 15.00 |
2 | 16 | 14.80 | 1.92 | 16.72 |
3 | 20 | 16.58 | 1.86 | 18.44 |
4 | 20 | 18.75 | 1.98 | 20.74 |
5 | 25 | 20.59 | 1.92 | 22.51 |
6 | 21 | 23.01 | 2.12 | 25.13 |
Example for Month 5
Forecastt = Forecast Including Trendt-1 + Alpha * (Actual t-1 - Forecast Including Trentt-1 )
= 20.74 + 0.2 *(20 - 20.74)
= 20.59
Trend for Month 5
Trendt = Trend t -1 + Beta * (Forecast t - Forecast Including Trendt-1 )
= 1.98 + 0.4 *( 20.59 - 20.73)
= 1.92
Similarly for month is calculated
Forecast = 22.51 + 0.2 * (25 - 22.51)
= 23.01
Trend = 1.92 + 0.4 ( 23.01- 22.51)
=2.12