## Moment coefficient of skewness for ungrouped data

Let `$x_1, x_2,\cdots, x_n$`

be $n$ observations. The mean of $X$ is denoted by $\overline{x}$ and is given by
```
$$
\begin{eqnarray*}
\overline{x}& =\frac{1}{n}\sum_{i=1}^{n}x_i
\end{eqnarray*}
$$
```

## Formula

The moment coefficient of skewness $\beta_1$ is defined as

`$\beta_1=\dfrac{m_3^2}{m_2^3}$`

The moment coefficient of skewness $\gamma_1$ is defined as

`$\gamma_1=\sqrt{\beta_1}=\dfrac{m_3}{m_2^{3/2}}$`

where

`$n$`

total number of observations`$\overline{x}$`

sample mean`$m_2 =\frac{1}{n}\sum_{i=1}^n (x_i-\overline{x})^2$`

is second central moment`$m_3 =\frac{1}{n}\sum_{i=1}^n (x_i-\overline{x})^3$`

is third central moment