A transformation of the sample correlation coefficient, r, suggested by Sir Ronald Fisher in 1921. The statistic z is given by
For samples from a bivariate normal distribution (see multivariate normal distribution) with sample sizes of 10 or more, the distribution of z is approximately a normal distribution with mean and variance
respectively, where n is the sample size and ρ is the population correlation coefficient. The transformation is remarkably robust.