Academic English II (AE2) - Fall 2015, Kawamoto


LECTURE NOTES



Data correlation

Correlation coefficient r

  The quantity r (linear correlation coefficient) measures the
  strength and the direction of a linear relationship between 
  two groups of data.  The mathematical formula for r is:

The value of r is: -1 ≤ r ≤ +1
  • Positive correlation: If x and y have a strong positive linear correlation, r is close to +1. In this case, as values for x increase, values for y also increase.
  • Negative correlation: If x and y have a strong negative linear correlation, r is close to -1. In this case, as values for x increase, values for y decrease.
  • No correlation: If there is a weak or no correlation between x and y, r is close to 0. In this case, the relationship between x and y is random, nonlinear.
A correlation is described as strong when |r| > 0.8, weak when |r| < 0.5.