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Calculate 95% confidence interval: 18 of 60 say no

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 60, 18 say no: find the 95% confidence interval for the true proportion.

95% interval for p: 18 of 60 say no

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

18 divided by 60 is 0.3.

p′ = 1860 = 0.3

q prime is the rest: 1 minus 0.3 is 0.7.

q′ = 1 − 0.3 = 0.7

Careful!

p prime is the fraction 0.3, not the count 18.

Careful: p′ is a part of 1: 18 ÷ 60, not 18

Both counts, 18 and 42, are at least 5.

So the normal bell works here.

n × p′ = 18, n × q′ = 42: 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

0.3 times 0.7 is 0.21.

Divided by 60: 0.0035.

p′ q′n = 0.3 × 0.760 = 0.2160 = 0.0035

The square root of that is about 0.0592.

√p′ q′n = √0.0035 ≈ 0.0592

Times 1.96: about 0.116.

EBP = 1.96 × 0.0592 ≈ 0.116

4 The interval

Take the error bound away from the middle: 0.3 minus 0.116 is 0.184.

= p′ − EBP = 0.3 − 0.116 = 0.184

And add it: 0.3 plus 0.116 is 0.416.

= p′ + EBP = 0.3 + 0.116 = 0.416

The 95 percent confidence interval is (0.184, 0.416).

= (0.184, 0.416)

5 Say it in words

In words: we are 95 percent confident that the true proportion is between 18.4% and 41.6%.

95% confident: between 18.4% and 41.6%

6 Check

Let's check: the middle of the interval should be 0.3.

0.184 plus 0.416, divided by 2, is 0.3.

middle: (0.184 + 0.416) ÷ 2 = 0.3

Half the width should be the error bound: 0.416 minus 0.184, divided by 2, is 0.116.

So it is right!

half the width: (0.416 − 0.184) ÷ 2 = 0.116

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
= (0.184, 0.416)

Your turn

Try this one yourself, then check:

95% interval for p: 240 of 400 say no
Show the answer
(0.552, 0.648)

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