Steply

(Questions 35-37 use this.) Five points (x, y): (1, 2), (2, 3), (3…

Step by step, with the reason for every step · AP Statistics Practice Exam 1 · AP Statistics

Step by step

The question

Question: find the correlation coefficient r for (1, 2), (2, 3), (3, 5), (4, 4), (5, 6).

(1, 2) (2, 3) (3, 5) (4, 4) (5, 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

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: 20 divided by 5 is 4.

mean y = 2 + 3 + 5 + 4 + 65 = 4

2 Make the table

A table with the points.

How far each point is from the means.

1 minus 3 is −2, and 2 minus 4 is −2.

These distances always add up to 0.

A good check.

The product: the two distances multiplied.

−2 times −2 is 4.

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.

Both are −2: squared, 4.

The squares show how spread out x and y are.

We add the last three columns: 9, 10 and 10.

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: 9 on top.

10 times 10 under the root.

r = 9√10 × 10

Careful!

Do not forget the square root.

Without it, r comes out far too small.

Careful: not 910 × 10 ✗

4 Work it out

10 times 10 is 100.

r = 9√100

The square root of 100 is 10.

10 × 10 = 100
√100 = 10

So r is 9/10.

r = 910

9 divided by 10 is 0.9.

r = 0.9

5 What r tells us

On a scale from negative 1 to 1.

r is here, at 0.9.

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 9, so r must be positive.

It is.

total of products 9 > 0 → r > 0

And r is between negative 1 and 1.

So it makes sense!

−1 ≤ 0.9 ≤ 1

7 Pick the choice

Our answer is r = 0.9.

That is choice D.

D) 0.9

8 Why not the others

A is 1.

Wrong: the points are not on one line.

A) 1 ✗ the points are not on one line

B is 0.81.

Wrong: that is r².

B) 0.81 ✗ that is r²

C is −0.9.

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

C) −0.9 ✗ y goes up with x: r is positive

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 = 0.9

Your turn

Try this one yourself, then check your answer:

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

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