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95% confidence interval: 70 of 250 cycle to work

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 250, 70 cycle to work: find the 95% confidence interval for the true proportion.

95% interval for p: 70 of 250 cycle to work

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

70 divided by 250 is 0.28.

p′ = 70250 = 0.28

q prime is the rest: 1 minus 0.28 is 0.72.

q′ = 1 − 0.28 = 0.72

Careful!

p prime is the fraction 0.28, not the count 70.

Careful: p′ is a part of 1: 70 ÷ 250, not 70

Both counts, 70 and 180, are at least 5.

So the normal bell works here.

n × p′ = 70, n × q′ = 180: 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

0.28 times 0.72 is 0.2016.

Divided by 250: 0.0008064.

p′ q′n = 0.28 × 0.72250 = 0.2016250 = 0.0008064

The square root of that is about 0.0284.

√p′ q′n = √0.0008064 ≈ 0.0284

Times 1.96: about 0.0557.

EBP = 1.96 × 0.0284 ≈ 0.0557

4 The interval

Take the error bound away from the middle: 0.28 minus 0.0557 is 0.2243.

= p′ − EBP = 0.28 − 0.0557 = 0.2243

And add it: 0.28 plus 0.0557 is 0.3357.

= p′ + EBP = 0.28 + 0.0557 = 0.3357

The 95 percent confidence interval is (0.2243, 0.3357).

= (0.2243, 0.3357)

5 Say it in words

In words: we are 95 percent confident that the true proportion is between 22.43% and 33.57%.

95% confident: between 22.43% and 33.57%

6 Check

Let's check: the middle of the interval should be 0.28.

0.2243 plus 0.3357, divided by 2, is 0.28.

middle: (0.2243 + 0.3357) ÷ 2 = 0.28

Half the width should be the error bound: 0.3357 minus 0.2243, divided by 2, is 0.0557.

So it is right!

half the width: (0.3357 − 0.2243) ÷ 2 = 0.0557

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
= (0.2243, 0.3357)

Your turn

Try this one yourself, then check:

95% interval for p: 30 of 100 cycle to work
Show the answer
(0.2102, 0.3898)

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