Karl Pearson's coefficient of correlation quantifies the relationship between two variables, with values ranging from -1 to 1 indicating perfect negative to perfect positive correlation, respectively. The document provides calculations for correlation coefficients, covariance, and standard deviation based on a dataset of students' math and science scores. Additionally, it includes examples of positive and negative correlations in various contexts, such as cost and quantity sold of different items.