Steply

Test the claim p != 0.5: 220 of 400 vote yes, 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 400, 220 vote yes: at the 5% level, is the true proportion different from 0.5?

p ≠ 0.5? 220 of 400 vote yes, 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 different from 0.5.

Ha : p ≠ 0.5

Different from means too big or too small: both ends of the bell count.

Two tails.

two tails: far on either side counts

2 Big enough for the bell

The bell works if both counts are at least 5.

400 times 0.5 is 200.

400 times 0.5 is 200.

Both are big enough.

= n × p0 = 400 × 0.5 = 200, n × q0 = 400 × 0.5 = 200

3 The test number

p prime, the sample's part: 220 divided by 400 is 0.55.

p′ = 220400 = 0.55

The SD uses p zero from H zero: 0.5 times 0.5, over 400, then the square root.

About 0.025.

SD = √p0 q0n = √0.5 × 0.5400 ≈ 0.025

Careful!

We act as if H zero is true.

So the SD uses 0.5, not 0.55.

Careful: in the SD: p0 = 0.5, not p′ = 0.55

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

0.55 minus 0.5 is 0.05.

Divided by 0.025: about 2.

z = p′ − p0SD = 0.55 − 0.50.025 ≈ 2

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.

Two tails: we shade both ends, as far out as our sample or more.

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

Row 2.0, column .00.

For z = 2: the row 2.0 and the column .00 meet at 0.9772.

One end is 1 minus 0.9772: 0.0228.

Two ends: 2 times that is 0.0456.

p-value = 2 × (1 − 0.9772) = 2 × 0.0228 = 0.0456

5 Decide

The p-value, 0.0456, is less than alpha, 0.05.

Our sample would be rare if H zero were true.

So we reject H zero.

= p-value 0.0456 < 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 different from 0.5.

the proportion is different from 0.5.

7 Check

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

0.05 split into two ends gives the cut-offs plus and minus 1.96.

0.05 in two ends: cut-offs ±1.96

z is 2: past the cut-off.

The same decision.

So it is right!

z = |2| > 1.96: 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 0.0456 < α = 0.05 → reject H0

Your turn

Try this one yourself, then check:

p ≠ 0.4? 94 of 200 vote yes, α = 0.05
Show the answer
reject H0

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