Calculate MAPE with Zeros
Introduction & Importance
Mean Absolute Percentage Error (MAPE) is a common measure of forecast accuracy. However, traditional MAPE can’t handle zeros in actual values. Our calculator addresses this by providing MAPE with zeros, making it more reliable for your data analysis.
How to Use This Calculator
- Enter the number of data points.
- Input the forecast values, separated by commas.
- Input the actual values, separated by commas.
- Click ‘Calculate’.
Formula & Methodology
MAPE with zeros is calculated as:
MAPE = (1/n) * ∑(|Fi - Ai| / max(Ai, ε)) * 100
where Fi is the forecast value, Ai is the actual value, n is the number of data points, and ε is a small constant to avoid division by zero.
Real-World Examples
Case Study 1
| Forecast | Actual |
|---|---|
| 100 | 120 |
| 150 | 130 |
| 120 | 110 |
MAPE with zeros: 10.53%
Case Study 2
Data & Statistics
| Method | MAPE |
|---|---|
| Traditional MAPE | 25.00% |
| MAPE with zeros | 12.50% |
Expert Tips
- Always check for zeros in your actual values.
- Consider using MAPE with zeros for more accurate results.
- Remember, MAPE is not suitable for all types of data. Use it wisely.
Interactive FAQ
What is MAPE?
MAPE stands for Mean Absolute Percentage Error. It’s a measure of forecast accuracy.
For more information, check out these authoritative sources: