Question Bank • QB_EM_PS_009 NAT • 2 Marks

Section 1: Engineering Mathematics

Probability and Statistics

Subtopic: Correlation and regression analysis

Question Statement:

In a bivariate data set, the regression coefficient of $Y$ on $X$ is $b_{yx} = 0.8$ and the regression coefficient of $X$ on $Y$ is $b_{xy} = 0.45$. The Pearson correlation coefficient $r$ between $X$ and $Y$ is ________ (round off to 1 decimal place).

Answer Key:

0.6

Step-by-Step Solution & Explanation

The relationship between the regression coefficients and the correlation coefficient is: $r = \pm \sqrt{b_{yx} \cdot b_{xy}}$ Since both $b_{yx}$ and $b_{xy}$ are positive, $r$ must also be positive: $r = \sqrt{0.8 \times 0.45} = \sqrt{0.36} = 0.6$
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