This statement is not correct. Normal Q-Q plot helps to check the normality assumption. It is a plot of quantiles of normal distribution and quantiles of the distribution of the given data. If both the quantiles collide, the points fall approximately on the diagonal straight line. Thus a straight line indicates that the normality assumption is satisfied whereas deviation from straight line indicates violation of normality assumption. But it does not give any idea about R2.
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