Correlation and RegressionMCQPYQ Sep 24Question 3650 of 188
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The variance of two variables 'x\displaystyle x' and 'y\displaystyle y' are 16\displaystyle 16 and 25\displaystyle 25 and covariance between 'x\displaystyle x' and 'y\displaystyle y' is 18.5\displaystyle 18.5. Another two variables 'u\displaystyle u' and 'v\displaystyle v' are defined as u=(x3)/2\displaystyle u = (x-3)/2 and v=(y2)/3\displaystyle v = (y-2)/3, then coefficient of correlation between 'u\displaystyle u' and 'v\displaystyle v' is

Options

A0.800
B0.85
C0.90
D0.925
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Correct Answer

Option d0.925

All Options:

  • A0.800
  • B0.85
  • C0.90
  • D0.925

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Detailed Solution & Explanation

**Correlation is invariant under linear transformation:** Given: - sigmax2=16Rightarrowsigmax=4\displaystyle \\sigma_x^2 = 16 \\Rightarrow \\sigma_x = 4 - sigmay2=25Rightarrowsigmay=5\displaystyle \\sigma_y^2 = 25 \\Rightarrow \\sigma_y = 5 - textCov(x,y)=18.5\displaystyle \\text{Cov}(x,y) = 18.5 **Key property:** Correlation coefficient is unchanged by change of origin and scale. For u=fracx32\displaystyle u = \\frac{x-3}{2} and v=fracy23\displaystyle v = \\frac{y-2}{3}: ruv=rxyr_{uv} = r_{xy} **Computing rxy\displaystyle r_{xy}:** rxy=fractextCov(x,y)sigmaxcdotsigmay=frac18.54times5=frac18.520=0.925r_{xy} = \\frac{\\text{Cov}(x,y)}{\\sigma_x \\cdot \\sigma_y} = \\frac{18.5}{4 \\times 5} = \\frac{18.5}{20} = 0.925 Since u=fracx32\displaystyle u = \\frac{x-3}{2} (positive scale) and v=fracy23\displaystyle v = \\frac{y-2}{3} (positive scale), both scaling factors are positive, so the sign of r\displaystyle r is unchanged. ruv=0.925r_{uv} = 0.925 Hence, **Option D** is the correct answer.

About This Chapter: Correlation and Regression

Paper

Paper 3: Quantitative Aptitude

Weightage

4-6 Marks

Key Topics

Correlation Coefficient, Regression Equations

This chapter covers Correlation Coefficient, Regression Equations and is part of Paper 3: Quantitative Aptitude in the CA Foundation exam.

View Official ICAI Syllabus

Exam Strategy Tip

This topic carries 4-6 Marks weightage. Focus on understanding core concepts rather than memorizing.

Key Concepts to Understand

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