Quartile deviation (also called semi-interquartile range) is half the interquartile range. It represents the average distance from the quartiles to the median.
Formula
Quartile Deviation = (Q3 - Q1) / 2
QD = IQR / 2
Interpretation
Quartile deviation shows how much the quartiles deviate from the median on average. Smaller values indicate data concentrated near the median.
Calculation Process
- Calculate Q1 (25th percentile)
- Calculate Q3 (75th percentile)
- Compute QD = (Q3 - Q1) / 2
Example: Q1 = 20, Q3 = 40 QD = (40 - 20) / 2 = 10
Advantages
✅ Robust to outliers ✅ Same units as original data ✅ Easy to interpret ✅ Useful for skewed data
When to Use
- Describing data spread for skewed distributions
- When outlier robustness is important
- Quick assessment of data variability