ACCA Applied Knowledge · Management Accounting · Summarising and analysing data
The correlation coefficient between two variables is -0.8. What is the coefficient of determination, and what does it mean?
The coefficient of determination is 0.64, meaning 64% of the variation in the dependent variable is explained by variation in the independent variable. Squaring removes the negative sign, and the remaining 36% is unexplained by the linear relationship.
- A-0.64; the relationship is negative so the explained variation is negative
- B0.80; 80% of variation in y is explained by x
- C0.64; 64% of the variation in y is explained by variation in xCorrect
- D0.64; 36% of the variation in y is explained by variation in x
Explanation
r-squared = (-0.8)^2 = 0.64, so 64% of the variation in y is explained by the linear relationship with x. The sign disappears on squaring, ruling out option A. Option D reverses the explained and unexplained portions: 36% is unexplained.
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