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Correlation coefficient of (4, 1) (5, 2) (6, 6) (7, 5) (8, 6)

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 (4, 1), (5, 2), (6, 6), (7, 5), (8, 6).

(4, 1) (5, 2) (6, 6) (7, 5) (8, 6)

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: 30 divided by 5 is 6.

mean x = 4 + 5 + 6 + 7 + 85 = 6

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

mean y = 1 + 2 + 6 + 5 + 65 = 4

2 Make the table

A table with the points.

How far each point is from the means.

4 minus 6 is −2, and 1 minus 4 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: 13, 10 and 22.

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: 13 on top.

10 times 22 under the root.

r = 13√10 × 22

Careful!

Do not forget the square root.

Without it, r comes out far too small.

Careful: not 1310 × 22 ✗

4 Work it out

10 times 22 is 220.

r = 13√220

With a calculator, the square root of 220 is about 14.832.

10 × 22 = 220
√220 ≈ 14.832

So r is about 13/14.832.

r ≈ 1314.832

Divided: about 0.876, to 3 decimal places, like the books.

r ≈ 0.876

5 What r tells us

On a scale from negative 1 to 1.

r is here, at 0.876.

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 13, so r must be positive.

It is.

total of products 13 > 0 → r > 0

And r is between negative 1 and 1.

So it makes sense!

−1 ≤ 0.876 ≤ 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 ≈ 0.876

Your turn

Try this one yourself, then check:

Find r for (4, 0) (5, 4) (6, 7) (7, 7) (8, 7)
Show the answer
r ≈ 0.872

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