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

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), (2, 7), (3, 6), (6, 2).

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

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: 12 divided by 4 is 3.

mean x = 1 + 2 + 3 + 64 = 3

The mean of the y numbers: 24 divided by 4 is 6.

mean y = 9 + 7 + 6 + 24 = 6

2 Make the table

A table with the points.

How far each point is from the means.

1 minus 3 is −2, and 9 minus 6 is 3.

These distances always add up to 0.

A good check.

The product: the two distances multiplied.

−2 times 3 is −6.

And each distance squared.

−2 squared is 4.

3 squared is 9.

We add the last three columns: −19, 14 and 26.

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: −19 on top.

14 times 26 under the root.

r = −19√14 × 26

Careful!

Do not forget the square root.

Without it, r comes out far too small.

Careful: not −1914 × 26 ✗

4 Work it out

14 times 26 is 364.

r = −19√364

With a calculator, the square root of 364 is about 19.079.

14 × 26 = 364
√364 ≈ 19.079

So r is about −19/19.079.

r ≈ −1919.079

Divided: about −0.996, to 3 decimal places, like the books.

r ≈ −0.996

5 What r tells us

On a scale from negative 1 to 1.

r is here, at −0.996.

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 −19, so r must be negative.

It is.

total of products −19 < 0 → r < 0

And r is between negative 1 and 1.

So it makes sense!

−1 ≤ −0.996 ≤ 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 ≈ −0.996

Your turn

Try this one yourself, then check:

Find r for (1, 9) (2, 5) (3, 6) (6, 4)
Show the answer
r ≈ −0.786

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