Steply

Test the claim p > 0.5: 115 of 200 agree, alpha 0.05

Step by step, with the reason for every step · Hypothesis test for a proportion · University Statistics

Step by step

The question

Question: in a sample of 200, 115 agree: at the 5% level, is the true proportion more than 0.5?

p > 0.5? 115 of 200 agree, α = 0.05

1 Write the hypotheses

H₀ is the "nothing new" idea: it has the equal sign.

Here: the proportion is 0.5.

H0 : p = 0.5

Hₐ is what we want to show.

Here: the proportion is more than 0.5.

Ha : p > 0.5

More than means only the right end counts.

One tail.

one tail: the right end

2 Big enough for the bell

The bell works if both counts are at least 5.

200 times 0.5 is 100.

200 times 0.5 is 100.

Both are big enough.

= n × p0 = 200 × 0.5 = 100, n × q0 = 200 × 0.5 = 100

3 The test number

p prime, the sample's part: 115 divided by 200 is 0.575.

p′ = 115200 = 0.575

The SD uses p zero from H zero: 0.5 times 0.5, over 200, then the square root.

About 0.0354.

SD = √p0 q0n = √0.5 × 0.5200 ≈ 0.0354

Careful!

We act as if H zero is true.

So the SD uses 0.5, not 0.575.

Careful: in the SD: p0 = 0.5, not p′ = 0.575

z is p prime minus p zero, over the SD.

0.575 minus 0.5 is 0.075.

Divided by 0.0354: about 2.12.

z = p′ − p0SD = 0.575 − 0.50.0354 ≈ 2.12

4 The p-value

The p-value is the chance of getting a sample this far out, if H zero is true.

p-value: the chance of a sample this far out, if H0 is true

On the bell of H zero: 0.5 in the middle, our sample at z = 2.12.

We shade the right end, from our z up.

The z-table gives the area to the left of z.

Row 2.1, column .02.

For z = 2.12: the row 2.1 and the column .02 meet at 0.9830.

The right end is 1 minus 0.9830: 0.0170.

p-value = 1 − 0.9830 = 0.0170

5 Decide

The p-value, 0.0170, is less than alpha, 0.05.

Our sample would be rare if H zero were true.

So we reject H zero.

= p-value 0.0170 < α = 0.05 → reject H0

6 Say it in words

At the 5% level, there is enough evidence that

In words: at the 5% level, there is enough evidence that the proportion is more than 0.5.

the proportion is more than 0.5.

7 Check

Let's check the other way, with the cut-off.

0.05 in the right end gives the cut-off 1.645.

0.05 in one end: cut-off 1.645

z is 2.12: past the cut-off.

The same decision.

So it is right!

z = 2.12 > 1.645: past the cut-off, reject

Let's look back.

First: write the hypotheses.

Then: big enough for the bell.

Then: the test number.

Then: the p-value.

Then: decide.

Then: say it in words.

Last: check.

Answer
= p-value 0.0170 < α = 0.05 → reject H0

Your turn

Try this one yourself, then check:

p > 0.5? 61 of 100 agree, α = 0.05
Show the answer
reject H0

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