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(Questions 37-39 use this.) Five students give hours studied x and…

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, 3), (2, 5), (3, 6), (4, 9), (5, 12).

(1, 3) (2, 5) (3, 6) (4, 9) (5, 12)

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 = 3 + 5 + 6 + 9 + 125 = 7

2 Make the table

A table with the points.

How far each point is from the means.

1 minus 3 is −2, and 3 minus 7 is −4.

These distances always add up to 0.

A good check.

The product: the two distances multiplied.

−2 times −4 is 8.

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.

−4 squared is 16.

The squares show how spread out x and y are.

We add the last three columns: 22, 10 and 50.

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: 22 on top.

10 times 50 under the root.

r = 22√10 × 50

Careful!

Do not forget the square root.

Without it, r comes out far too small.

Careful: not 2210 × 50 ✗

4 Work it out

10 times 50 is 500.

r = 22√500

With a calculator, the square root of 500 is about 22.361.

10 × 50 = 500
√500 ≈ 22.361

So r is about 22/22.361.

r ≈ 2222.361

Divided: about 0.984, to 3 decimal places.

r ≈ 0.984

5 What r tells us

On a scale from negative 1 to 1.

r is here, at 0.984.

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 22, so r must be positive.

It is.

total of products 22 > 0 → r > 0

And r is between negative 1 and 1.

So it makes sense!

−1 ≤ 0.984 ≤ 1

7 Pick the choice

Our answer is r ≈ 0.984.

That is choice D.

D) 0.984

8 Why not the others

A is 0.968.

Wrong: that is r².

A) 0.968 ✗ that is r²

B is −0.984.

Wrong: y goes up with x: r is positive.

B) −0.984 ✗ y goes up with x: r is positive

C is 2.2.

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

C) 2.2 ✗ that is the slope: r is between −1 and 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.

Then: check.

Then: pick the choice.

Last: why not the others.

Answer
r ≈ 0.984

Your turn

Try this one yourself, then check your answer:

Find r for (1, 4) (2, 7) (3, 4) (4, 8) (5, 12)
Show the answer
r ≈ 0.81

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