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

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

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

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 = 3 + 5 + 4 + 84 = 5

2 Make the table

A table with the points.

How far each point is from the means.

1 minus 4 is −3, and 3 minus 5 is −2.

These distances always add up to 0.

A good check.

The product: the two distances multiplied.

−3 times −2 is 6.

And each distance squared.

−3 squared is 9.

−2 squared is 4.

We add the last three columns: 14, 20 and 14.

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: 14 on top.

20 times 14 under the root.

r = 14√20 × 14

Careful!

Do not forget the square root.

Without it, r comes out far too small.

Careful: not 1420 × 14 ✗

4 Work it out

20 times 14 is 280.

r = 14√280

With a calculator, the square root of 280 is about 16.733.

20 × 14 = 280
√280 ≈ 16.733

So r is about 14/16.733.

r ≈ 1416.733

Divided: about 0.837, to 3 decimal places, like the books.

r ≈ 0.837

5 What r tells us

On a scale from negative 1 to 1.

r is here, at 0.837.

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 14, so r must be positive.

It is.

total of products 14 > 0 → r > 0

And r is between negative 1 and 1.

So it makes sense!

−1 ≤ 0.837 ≤ 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 ≈ 0.837

Your turn

Try this one yourself, then check:

Find r for (1, 3) (3, 6) (5, 5) (7, 10)
Show the answer
r ≈ 0.877

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