How do you calculate the next forecast in exponential smoothing with a smoothing constant of 0.2?
To calculate the next forecast, you use the weighted average form of the exponential smoothing formula: . With a smoothing constant of , the formula becomes . You multiply the most recent actual sales value by 0.2 and add it to the previous forecast value multiplied by 0.8.
Conditions
- The smoothing constant is .
- You know the actual sales value for the current period ().
- You know the forecast value for the current period ().
Reasoning, step by step
- Identify the actual sales value for the current period () and the forecast value for the current period ().
- Multiply the actual sales value by the smoothing constant: .
- Multiply the forecast value by the complement of the smoothing constant: .
- Add the two products together to find the forecast for the next period ().
Example
To calculate the forecast for week 5 (), the video uses the actual sales for week 4 () and the forecast for week 4 (). The calculation is .
Common misconceptions
- Multiplying the actual sales by 0.8 and the forecast by 0.2 instead of the correct weights.
- Forgetting to multiply the forecast value by 0.8 and simply adding it to the weighted actual sales.
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