Correlations. (a) When an increase in one variable is associated with a linear increase in another variable, it is a positive linear correlation. (b) When an increase in one variable is associated with a linear decrease in another variable, it is a negative linear correlation. Correlations also can be (c) positive and curvilinear or (d) negative and curvilinear.