In: Statistics and Probability
Month Jan-12 Feb-12 Mar-12 Apr-12 May-12 Jun-12 Jul-12 Aug-12 Sep-12
Profit ($) 5,700 5,453 5,034 4,717 5,185 5,638 6,519 6,182 5,913
Step 2 of 5: What are the MAD, MSE and MAPE scores for the three-period moving average? Round any intermediate calculations, if necessary, to no less than six decimal places, and round your final answer to one decimal place.
a 3 month moving average forecast for month t is calculated as
where is the Profit for month t
For example, the forecast for April 12 is calculated as
We get the rest as below
Month | Profit ($) | Moving average Forecast (Ft) |
Jan-12 | 5,700 | |
Feb-12 | 5,453 | |
Mar-12 | 5,034 | |
Apr-12 | 4,717 | (5700+5453+5034)/3=5395.667 |
May-12 | 5,185 | (5453+5034+4717)/3=5068 |
Jun-12 | 5,638 | (5034+4717+5185)/3=4978.667 |
Jul-12 | 6,519 | (4717+5185+5638)/3=5180 |
Aug-12 | 6,182 | (5185+5638+6519)/3=5780.667 |
Sep-12 | 5,913 | (5638+6519+6182)/3=6113 |
The three period moving average forecast is
Month | Profit ($) | Moving average Forecast (Ft) |
Jan-12 | 5,700 | |
Feb-12 | 5,453 | |
Mar-12 | 5,034 | |
Apr-12 | 4,717 | 5,395.666667 |
May-12 | 5,185 | 5,068.000000 |
Jun-12 | 5,638 | 4,978.666667 |
Jul-12 | 6,519 | 5,180.000000 |
Aug-12 | 6,182 | 5,780.666667 |
Sep-12 | 5,913 | 6,113.000000 |
Mean absolute deviation (MAD) is calculated as
Mean Squared Error (MSE) is calculated as
Mean Absolute Percentage Error (MAPE) is
ans:
MAD | MSE | MAPE | |
three-period moving average | 565.9 | 483831.2 | 9.8% |