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Correlation coefficient of (1, 12) (2, 10) (3, 11) (5, 7) (6, 6) (7…

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, 12), (2, 10), (3, 11), (5, 7), (6, 6), (7, 2).

(1, 12) (2, 10) (3, 11) (5, 7) (6, 6) (7, 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: 24 divided by 6 is 4.

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

The mean of the y numbers: 48 divided by 6 is 8.

mean y = 12 + 10 + 11 + 7 + 6 + 26 = 8

2 Make the table

A table with the points.

How far each point is from the means.

1 minus 4 is −3, and 12 minus 8 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: −42, 28 and 70.

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: −42 on top.

28 times 70 under the root.

r = −42√28 × 70

Careful!

Do not forget the square root.

Without it, r comes out far too small.

Careful: not −4228 × 70 ✗

4 Work it out

28 times 70 is 1960.

r = −42√1960

With a calculator, the square root of 1960 is about 44.272.

28 × 70 = 1960
√1960 ≈ 44.272

So r is about −42/44.272.

r ≈ −4244.272

Divided: about −0.949, to 3 decimal places, like the books.

r ≈ −0.949

5 What r tells us

On a scale from negative 1 to 1.

r is here, at −0.949.

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 −42, so r must be negative.

It is.

total of products −42 < 0 → r < 0

And r is between negative 1 and 1.

So it makes sense!

−1 ≤ −0.949 ≤ 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 ≈ −0.949

Your turn

Try this one yourself, then check:

Find r for (1, 10) (2, 11) (3, 9) (5, 6) (6, 5) (7, 1)
Show the answer
r ≈ −0.949

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