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.
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