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Correlation coefficient of (2, 5) (4, 1) (6, 7) (8, 3)

Step by step, with the reason for every step · The correlation coefficient · Statistics

Step by step

The question

Question: find the correlation coefficient r for (2, 5), (4, 1), (6, 7), (8, 3).

(2, 5) (4, 1) (6, 7) (8, 3)

r is a number from negative 1 to 1.

It tells how close the points are to a straight line, going up or down.

r: from −1 to 1, how close to a line

1 Find the means

The mean of the x numbers: 20 divided by 4 is 5.

mean x = 2 + 4 + 6 + 84 = 5

The mean of the y numbers: 16 divided by 4 is 4.

mean y = 5 + 1 + 7 + 34 = 4

2 Make the table

A table with the points.

How far each point is from the means.

2 minus 5 is −3, and 5 minus 4 is 1.

These distances always add up to 0.

A good check.

The product: the two distances multiplied.

−3 times 1 is −3.

And each distance squared.

−3 squared is 9.

1 squared is 1.

We add the last three columns: 0, 20 and 20.

3 Put them in the rule

The rule: the total of the products, over the square root of the two totals of squares multiplied.

r = products√x squares × y squares
each word = the total of its column

We put the totals in: 0 on top.

20 times 20 under the root.

r = 0√20 × 20

Careful!

Do not forget the square root.

Without it, r comes out far too small.

Careful: not 020 × 20 ✗

4 Work it out

20 times 20 is 400.

r = 0√400

The square root of 400 is 20.

20 × 20 = 400
√400 = 20

So r is 0/20.

r = 020

0 divided by 20 is 0.

r = 0

5 What r tells us

On a scale from negative 1 to 1.

r is here, at 0.

r is close to 0: no correlation.

The points do not follow a line.

= no correlation
near ±1: strong, near 0: none

6 Check

Let's check.

The products add up to 0, so r must be 0.

It is.

total of products 0 = 0 → r = 0

And r is between negative 1 and 1.

So it makes sense!

−1 ≤ 0 ≤ 1

Let's look back.

First: find the means.

Then: make the table.

Then: put them in the rule.

Then: work it out.

Then: what r tells us.

Last: check.

Answer
r = 0

Your turn

Try this one yourself, then check:

Find r for (2, 4) (4, 0) (6, 6) (8, 2)
Show the answer
r = 0

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