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A researcher wants a 95% confidence interval for a mean with a…

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

Step by step

The question

Question: the SD of all the numbers is 12: how big a sample do we need to be 95% confident with an error bound of 3?

n? 95% confidence, σ = 12, EBM = 3

The error bound is how far the sample mean may be from the true mean.

EBM: how far the sample mean may be from the true mean

There are four choices.

First we solve it, the normal way.

Then we pick.

1 Find z*

95 percent of the bell is in the middle.

That leaves 5 percent: 2.5 percent in each end.

95% in the middle: 5% left over, 2.5% in each end

z* marks the cut between the middle and the ends.

Left of z* are the middle and one end: 0.95 plus 0.025 is 0.9750.

left of z* = 0.95 + 0.025 = 0.9750

Now we look for 0.9750 inside the table.

0.9750 is in the table: row 1.9, column .06.

So z = 1.96.

z* = 1.96

2 The formula

We plan the sample before we collect any data, so we need n.

The error bound is z* times σ over the square root of n.

We solve it for n.

EBM = z* × σ√n

The square root of n is on the bottom.

We multiply both sides by it, and divide both sides by EBM.

√n = z* × σEBM

To remove the square root, we square both sides.

n = (z* × σEBM)2

Each part squared: n is z* squared times σ squared, over the error bound squared.

n = z*2 × σ2EBM2

3 Put the numbers in

1.96 squared is 3.8416.

12 squared is 144.

3 squared is 9.

3.8416 times 144 is 553.1904.

Divided by 9: about 61.47.

n = 1.962 × 12232 = 3.8416 × 1449 = 553.19049 ≈ 61.47

4 Round up

A sample size must be a whole number.

We always round up: a smaller sample would miss the goal.

always round UP: a bigger sample is safe

61.47 rounds up to 62.

n = 62

Careful!

Rounding down to 61 gives an error bound a bit too big: the error bound divides by the root of n, so a smaller n makes it bigger.

Always round up.

The right way: n = 62.

Careful: not n = 61 ✗
right: n = 62 ✓

5 Check

Let's check: with 62 people the error bound is about 2.987.

That is not more than 3.

Good.

n = 62: EBM ≈ 2.987 ≤ 3

With one person less, 61, it is about 3.0114: too big.

So 62 is the smallest that works.

So it is right!

n = 61: EBM ≈ 3.0114 > 3

6 Pick the choice

Our answer is n = 62.

That is choice B.

B) 62

7 Why not the others

A is 8.

Wrong: forgot to square: (1.96 × 12/3)².

A) 8 ✗ forgot to square: (1.96 × 12/3)^2

C is 61.

Wrong: rounded down: always round up.

That is the Careful mistake from before.

C) 61 ✗ rounded down: always round up

D is 16.

Wrong: used (12/3)² without 1.96.

D) 16 ✗ used (12/3)^2 without 1.96

Let's look back.

First: find z*.

Then: the formula.

Then: put the numbers in.

Then: round up.

Then: check.

Then: pick the choice.

Last: why not the others.

Answer
n = 62

Your turn

Try this one yourself, then check your answer:

n? 95% confidence, σ = 5, EBM = 1
Show the answer
n = 97

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