MONT 105Q -- Mathematical Journeys 

Geometric Meaning of the Correlation Coefficient
April 11, 2016
 

 

Given a scatter plot, the correlation coefficient  r 

is a way to quantify how close the points (x, y) are to 

lying along a single straight line.  The coefficient
takes values in the range  to 1:
 



A value of r = -1:  indicates that the points all
                             lie along a line of negative slope

                 
r = 0:    indicates no linear relationship at all

                 
r = +1:  indicates that the points all
                              lie along a line of positive slope

Values between 0 and 1 or between -1 and 0  indicate
 

the ``strength'' of the tendency toward a linear relation
between  
x  and  y.  Here are some illustrative examples:    

 

Correlation coefficient is r =
Plot_2d
 

 

Correlation coefficient is r =
Plot_2d
 

 

Correlation coefficient is r =
Plot_2d
 

 

Correlation coefficient is r =
Plot_2d
 

 

Correlation coefficient is r =
Plot_2d
 

 

Correlation coefficient is r =
Plot_2d
 

 

Correlation coefficient is r =
Plot_2d
 

 

Correlation coefficient is r =
Plot_2d
 

 

Correlation coefficient is r =
Plot_2d