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Question: If x¯=y¯=0, ∑xiyi=12, σx=2, σy=3 and n=10, then the coefficient of correlation is...

If x¯=y¯=0, ∑xiyi=12, σx=2, σy=3 and n=10, then the coefficient of correlation is

Answer

0.2

Explanation

Solution

The coefficient of correlation (Pearson's correlation coefficient), denoted by rr, is given by the formula: r=Cov(x,y)σxσyr = \frac{\text{Cov}(x, y)}{\sigma_x \sigma_y} where Cov(x,y)\text{Cov}(x, y) is the covariance between xx and yy, σx\sigma_x is the standard deviation of xx, and σy\sigma_y is the standard deviation of yy.

The formula for covariance is: Cov(x,y)=(xixˉ)(yiyˉ)n\text{Cov}(x, y) = \frac{\sum (x_i - \bar{x})(y_i - \bar{y})}{n} Given that xˉ=0\bar{x} = 0 and yˉ=0\bar{y} = 0, the covariance formula simplifies to: Cov(x,y)=(xi0)(yi0)n=xiyin\text{Cov}(x, y) = \frac{\sum (x_i - 0)(y_i - 0)}{n} = \frac{\sum x_i y_i}{n}

We are given the following values: xiyi=12\sum x_i y_i = 12 n=10n = 10 σx=2\sigma_x = 2 σy=3\sigma_y = 3

First, calculate the covariance: Cov(x,y)=1210=1.2\text{Cov}(x, y) = \frac{12}{10} = 1.2

Next, substitute the covariance and standard deviations into the correlation coefficient formula: r=1.22×3r = \frac{1.2}{2 \times 3} r=1.26r = \frac{1.2}{6} r=0.2r = 0.2

The coefficient of correlation is 0.2.