Sketch a scatterplot in which the presence of an outlier decreases the observed correlation between the response and explanatory variables. Indicate on your plot which point is the outlier.

he298c

he298c

Answered question

2020-11-05

Sketch a scatterplot in which the presence of an outlier decreases the observed correlation between the response and explanatory variables. Indicate on your plot which point is the outlier.

Answer & Explanation

Malena

Malena

Skilled2020-11-06Added 83 answers

Step 1
Let the following data be the initial dataset (without any outliers):
[x 1 2 3 4 5 y 1 3 5 7 9]
Since all points lie on the line [y=2x1], the correlation between those two variables is [r=1] (there is a perfect relationship between the two variables, since there exists a line that passes through all the points, and also, the slope of this line is [b1=2>0] so the association between the two variables is positive which implies that the correlation is also positive).
Let's add the point (6,2) to our initial dataset, so that the data is:
[x 1 2 3 4 5 6 y 1 3 5 7 9 2]
The outlier that we've just added clearly doesn’t belong to the line [y=2x1]
since [2q261=11].
Therefore, we lost the perfect relationship between the two variables, so the correlation coefficient decreased and the new correlation coefficient is [r<1].
Here is the scatterplot of the given data (outlier is coloured in blue):
image

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