Steply

Calculate 95% confidence interval: 84 of 200 say yes

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 200, 84 say yes: find the 95% confidence interval for the true proportion.

95% interval for p: 84 of 200 say yes

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

84 divided by 200 is 0.42.

p′ = 84200 = 0.42

q prime is the rest: 1 minus 0.42 is 0.58.

q′ = 1 − 0.42 = 0.58

Careful!

p prime is the fraction 0.42, not the count 84.

Careful: p′ is a part of 1: 84 ÷ 200, not 84

Both counts, 84 and 116, are at least 5.

So the normal bell works here.

n × p′ = 84, n × q′ = 116: 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

0.42 times 0.58 is 0.2436.

Divided by 200: 0.001218.

p′ q′n = 0.42 × 0.58200 = 0.2436200 = 0.001218

The square root of that is about 0.0349.

√p′ q′n = √0.001218 ≈ 0.0349

Times 1.96: about 0.0684.

EBP = 1.96 × 0.0349 ≈ 0.0684

4 The interval

Take the error bound away from the middle: 0.42 minus 0.0684 is 0.3516.

= p′ − EBP = 0.42 − 0.0684 = 0.3516

And add it: 0.42 plus 0.0684 is 0.4884.

= p′ + EBP = 0.42 + 0.0684 = 0.4884

The 95 percent confidence interval is (0.3516, 0.4884).

= (0.3516, 0.4884)

5 Say it in words

In words: we are 95 percent confident that the true proportion is between 35.16% and 48.84%.

95% confident: between 35.16% and 48.84%

6 Check

Let's check: the middle of the interval should be 0.42.

0.3516 plus 0.4884, divided by 2, is 0.42.

middle: (0.3516 + 0.4884) ÷ 2 = 0.42

Half the width should be the error bound: 0.4884 minus 0.3516, divided by 2, is 0.0684.

So it is right!

half the width: (0.4884 − 0.3516) ÷ 2 = 0.0684

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
= (0.3516, 0.4884)

Your turn

Try this one yourself, then check:

95% interval for p: 450 of 1000 say yes
Show the answer
(0.4192, 0.4808)

More from Confidence interval for a proportion

The whole lesson: Confidence interval for a proportion →