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Correlation coefficient of (1, 3) (2, 5) (3, 4) (5, 6) (6, 9) (7, 9)

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 (1, 3), (2, 5), (3, 4), (5, 6), (6, 9), (7, 9).

(1, 3) (2, 5) (3, 4) (5, 6) (6, 9) (7, 9)

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: 24 divided by 6 is 4.

mean x = 1 + 2 + 3 + 5 + 6 + 76 = 4

The mean of the y numbers: 36 divided by 6 is 6.

mean y = 3 + 5 + 4 + 6 + 9 + 96 = 6

2 Make the table

A table with the points.

How far each point is from the means.

1 minus 4 is −3, and 3 minus 6 is −3.

These distances always add up to 0.

A good check.

The product: the two distances multiplied.

−3 times −3 is 9.

And each distance squared.

−3 squared is 9.

−3 squared is 9.

We add the last three columns: 28, 28 and 32.

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: 28 on top.

28 times 32 under the root.

r = 28√28 × 32

Careful!

Do not forget the square root.

Without it, r comes out far too small.

Careful: not 2828 × 32 ✗

4 Work it out

28 times 32 is 896.

r = 28√896

With a calculator, the square root of 896 is about 29.933.

28 × 32 = 896
√896 ≈ 29.933

So r is about 28/29.933.

r ≈ 2829.933

Divided: about 0.935, to 3 decimal places, like the books.

r ≈ 0.935

5 What r tells us

On a scale from negative 1 to 1.

r is here, at 0.935.

Positive: as x goes up, y goes up.

Close to 1: strong.

A strong positive correlation.

= strong positive correlation
near ±1: strong, near 0: none

6 Check

Let's check.

The products add up to 28, so r must be positive.

It is.

total of products 28 > 0 → r > 0

And r is between negative 1 and 1.

So it makes sense!

−1 ≤ 0.935 ≤ 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 ≈ 0.935

Your turn

Try this one yourself, then check:

Find r for (1, 2) (2, 6) (3, 4) (5, 6) (6, 10) (7, 8)
Show the answer
r ≈ 0.837

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