Steply

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

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

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

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: 16 divided by 4 is 4.

mean x = 1 + 3 + 5 + 74 = 4

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

mean y = 9 + 6 + 4 + 14 = 5

2 Make the table

A table with the points.

How far each point is from the means.

1 minus 4 is −3, and 9 minus 5 is 4.

These distances always add up to 0.

A good check.

The product: the two distances multiplied.

−3 times 4 is −12.

And each distance squared.

−3 squared is 9.

4 squared is 16.

We add the last three columns: −26, 20 and 34.

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: −26 on top.

20 times 34 under the root.

r = −26√20 × 34

Careful!

Do not forget the square root.

Without it, r comes out far too small.

Careful: not −2620 × 34 ✗

4 Work it out

20 times 34 is 680.

r = −26√680

With a calculator, the square root of 680 is about 26.077.

20 × 34 = 680
√680 ≈ 26.077

So r is about −26/26.077.

r ≈ −2626.077

Divided: about −0.997, to 3 decimal places, like the books.

r ≈ −0.997

5 What r tells us

On a scale from negative 1 to 1.

r is here, at −0.997.

Negative: as x goes up, y goes down.

Close to negative 1: strong.

A strong negative correlation.

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

6 Check

Let's check.

The products add up to −26, so r must be negative.

It is.

total of products −26 < 0 → r < 0

And r is between negative 1 and 1.

So it makes sense!

−1 ≤ −0.997 ≤ 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 ≈ −0.997

Your turn

Try this one yourself, then check:

Find r for (1, 10) (3, 4) (5, 2) (7, 0)
Show the answer
r ≈ −0.956

More from The correlation coefficient

The whole lesson: The correlation coefficient →