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Calculate 95% confidence interval: 250 of 500 agree

Step by step, with the reason for every step · Confidence interval for a proportion · University Statistics

Step by step

The question

Question: in a sample of 500, 250 agree: find the 95% confidence interval for the true proportion.

95% interval for p: 250 of 500 agree

1 Name the numbers

p prime is the part of the sample that says yes: x divided by n.

p′ = the part of the sample: x ÷ n

250 divided by 500 is 0.5.

p′ = 250500 = 0.5

q prime is the rest: 1 minus 0.5 is 0.5.

q′ = 1 − 0.5 = 0.5

Careful!

p prime is the fraction 0.5, not the count 250.

Careful: p′ is a part of 1: 250 ÷ 500, not 250

Both counts, 250 and 250, are at least 5.

So the normal bell works here.

n × p′ = 250, n × q′ = 250: both at least 5

2 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

3 Error bound

The error bound for a proportion: z* times the square root of p prime times q prime over n.

EBP = z* × √p′ q′n

0.5 times 0.5 is 0.25.

Divided by 500: 0.0005.

p′ q′n = 0.5 × 0.5500 = 0.25500 = 0.0005

The square root of that is about 0.0224.

√p′ q′n = √0.0005 ≈ 0.0224

Times 1.96: about 0.0438.

EBP = 1.96 × 0.0224 ≈ 0.0438

4 The interval

Take the error bound away from the middle: 0.5 minus 0.0438 is 0.4562.

= p′ − EBP = 0.5 − 0.0438 = 0.4562

And add it: 0.5 plus 0.0438 is 0.5438.

= p′ + EBP = 0.5 + 0.0438 = 0.5438

The 95 percent confidence interval is (0.4562, 0.5438).

= (0.4562, 0.5438)

5 Say it in words

In words: we are 95 percent confident that the true proportion is between 45.62% and 54.38%.

95% confident: between 45.62% and 54.38%

6 Check

Let's check: the middle of the interval should be 0.5.

0.4562 plus 0.5438, divided by 2, is 0.5.

middle: (0.4562 + 0.5438) ÷ 2 = 0.5

Half the width should be the error bound: 0.5438 minus 0.4562, divided by 2, is 0.0438.

So it is right!

half the width: (0.5438 − 0.4562) ÷ 2 = 0.0438

Let's look back.

First: name the numbers.

Then: find z*.

Then: error bound.

Then: the interval.

Then: say it in words.

Last: check.

Answer
= (0.4562, 0.5438)

Your turn

Try this one yourself, then check:

95% interval for p: 35 of 100 agree
Show the answer
(0.2565, 0.4435)

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