Past exam of the mathematics course of the University of Cambridge / 2010 / ia / Paper 2 / 4F / b / ii / Solution

Perfect correlation means an affine relation almost surely: there are constants $a\ne 0,b$ such that $Y=aX+b$ almost surely. The sign of $a$ is the sign of the correlation coefficient. More precisely, equality in the Cauchy-Schwarz inequality gives