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Correlation coefficient of (1, 4) (3, 5) (5, 9) (7, 8) (9, 14)

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, 4), (3, 5), (5, 9), (7, 8), (9, 14).

(1, 4) (3, 5) (5, 9) (7, 8) (9, 14)

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: 25 divided by 5 is 5.

mean x = 1 + 3 + 5 + 7 + 95 = 5

The mean of the y numbers: 40 divided by 5 is 8.

mean y = 4 + 5 + 9 + 8 + 145 = 8

2 Make the table

A table with the points.

How far each point is from the means.

1 minus 5 is −4, and 4 minus 8 is −4.

These distances always add up to 0.

A good check.

The product: the two distances multiplied.

−4 times −4 is 16.

And each distance squared.

−4 squared is 16.

−4 squared is 16.

We add the last three columns: 46, 40 and 62.

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: 46 on top.

40 times 62 under the root.

r = 46√40 × 62

Careful!

Do not forget the square root.

Without it, r comes out far too small.

Careful: not 4640 × 62 ✗

4 Work it out

40 times 62 is 2480.

r = 46√2480

With a calculator, the square root of 2480 is about 49.800.

40 × 62 = 2480
√2480 ≈ 49.800

So r is about 46/49.800.

r ≈ 4649.800

Divided: about 0.924, to 3 decimal places, like the books.

r ≈ 0.924

5 What r tells us

On a scale from negative 1 to 1.

r is here, at 0.924.

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 46, so r must be positive.

It is.

total of products 46 > 0 → r > 0

And r is between negative 1 and 1.

So it makes sense!

−1 ≤ 0.924 ≤ 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 ≈ 0.924

Your turn

Try this one yourself, then check:

Find r for (1, 3) (3, 6) (5, 10) (7, 8) (9, 13)
Show the answer
r ≈ 0.914

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