Skewness and Kurtosis
Skewness
The coefficient of Skewness is a measure for the degree of symmetry in the variable distribution (Sheskin, 2011).
Negatively skewed distribution or Skewed to the left Skewness <0 | Normal distribution Symmetrical Skewness = 0 | Positively skewed distribution or Skewed to the right Skewness > 0 |
Kurtosis
The coefficient of Kurtosis is a measure for the degree of tailedness in the variable distribution (Westfall, 2014).
Platykurtic distribution Thinner tails Kurtosis <0 | Normal distribution Mesokurtic distribution Kurtosis = 0 | Leptokurtic distribution Fatter tails Kurtosis > 0 |
Literature
- Sheskin DJ (2011) Handbook of parametric and non-parametric statistical procedures. 5th ed. Boca Raton: Chapman & Hall /CRC.
- Westfall PH (2014) Kurtosis as Peakedness, 1905 - 2014. R.I.P. The American Statistician 68:191-195.