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Five points (x, y): (1, 10), (2, 8), (3, 9), (4, 5), (5, 3). What is…

Step by step, with the reason for every step · AP Statistics Practice Exam 2 · AP Statistics

Step by step

The question

Question: find the correlation coefficient r for (1, 10), (2, 8), (3, 9), (4, 5), (5, 3).

(1, 10) (2, 8) (3, 9) (4, 5) (5, 3)

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

There are four choices.

First we solve it, the normal way.

Then we pick.

1 Find the means

The mean of the x numbers: 15 divided by 5 is 3.

mean x = 1 + 2 + 3 + 4 + 55 = 3

The mean of the y numbers: 35 divided by 5 is 7.

mean y = 10 + 8 + 9 + 5 + 35 = 7

2 Make the table

A table with the points.

How far each point is from the means.

1 minus 3 is −2, and 10 minus 7 is 3.

These distances always add up to 0.

A good check.

The product: the two distances multiplied.

−2 times 3 is −6.

Why multiply?

Up and right of the means, both distances are positive: the product is positive.

Down and left, both are negative: positive again.

Those points make an uphill line.

The other points give negative products: downhill.

product +: an uphill point, −: a downhill point

And each distance squared.

−2 squared is 4.

3 squared is 9.

The squares show how spread out x and y are.

We add the last three columns: −17, 10 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.

Dividing by the spread keeps r between negative 1 and 1, whatever the numbers.

r = products√x squares × y squares
each word = the total of its column

We put the totals in: −17 on top.

10 times 34 under the root.

r = −17√10 × 34

Careful!

Do not forget the square root.

Without it, r comes out far too small.

Careful: not −1710 × 34 ✗

4 Work it out

10 times 34 is 340.

r = −17√340

With a calculator, the square root of 340 is about 18.439.

10 × 34 = 340
√340 ≈ 18.439

So r is about −17/18.439.

r ≈ −1718.439

Divided: about −0.922, to 3 decimal places.

r ≈ −0.922

5 What r tells us

On a scale from negative 1 to 1.

r is here, at −0.922.

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 −17, so r must be negative.

It is.

total of products −17 < 0 → r < 0

And r is between negative 1 and 1.

So it makes sense!

−1 ≤ −0.922 ≤ 1

7 Pick the choice

Our answer is r ≈ −0.922.

That is choice A.

A) −0.922

8 Why not the others

B is 0.922.

Wrong: y goes down as x goes up: r is negative.

B) 0.922 ✗ y goes down as x goes up: r is negative

C is −1.7.

Wrong: that is the slope: r is between −1 and 1.

C) −1.7 ✗ that is the slope: r is between −1 and 1

D is 0.85.

Wrong: that is r².

D) 0.85 ✗ that is r²

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.

Then: check.

Then: pick the choice.

Last: why not the others.

Answer
r ≈ −0.922

Your turn

Try this one yourself, then check your answer:

Find r for (1, 10) (2, 6) (3, 8) (4, 4) (5, 2)
Show the answer
r = −0.9

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