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Four points (x, y): (1, 9), (3, 6), (5, 4), (7, 1). What is the…

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, 9), (3, 6), (5, 4), (7, 1).

(1, 9) (3, 6) (5, 4) (7, 1)

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: 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 = 9 + 6 + 4 + 14 = 5

2 Make the table

A table with the points.

How far each point is from the means.

1 minus 4 is −3, and 9 minus 5 is 4.

These distances always add up to 0.

A good check.

The product: the two distances multiplied.

−3 times 4 is −12.

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.

−3 squared is 9.

4 squared is 16.

The squares show how spread out x and y are.

We add the last three columns: −26, 20 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: −26 on top.

20 times 34 under the root.

r = −26√20 × 34

Careful!

Do not forget the square root.

Without it, r comes out far too small.

Careful: not −2620 × 34 ✗

4 Work it out

20 times 34 is 680.

r = −26√680

With a calculator, the square root of 680 is about 26.077.

20 × 34 = 680
√680 ≈ 26.077

So r is about −26/26.077.

r ≈ −2626.077

Divided: about −0.997, to 3 decimal places.

r ≈ −0.997

5 What r tells us

On a scale from negative 1 to 1.

r is here, at −0.997.

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 −26, so r must be negative.

It is.

total of products −26 < 0 → r < 0

And r is between negative 1 and 1.

So it makes sense!

−1 ≤ −0.997 ≤ 1

7 Pick the choice

Our answer is r ≈ −0.997.

That is choice B.

B) −0.997

8 Why not the others

A is 0.997.

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

A) 0.997 ✗ y goes down as x goes up: r is negative

C is −1.3.

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

C) −1.3 ✗ that is near the slope: r is between −1 and 1

D is −0.5.

Wrong: the points are almost on a line.

D) −0.5 ✗ the points are almost on a line

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 ≈ −0.997

Your turn

Try this one yourself, then check your answer:

Find r for (1, 10) (3, 4) (5, 2) (7, 0)
Show the answer
r ≈ −0.956

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