To determine a claim that men are less likely to wear masks in public than women. I interviewed a random sample of 30 men and 30 women.In a random sample of 30 men, 11 agreed that they are less likely to wear a mask, while in a random sample of 30 women, 7 of them agreed that they are less likely to wear masks.
| Yes | No | |
| Men | 11 | 19 |
| Women | 7 | 23 |
Let the first sample n1 be the sample size of men, and the second n2 be the sample size of women. The success x is defined as the number of people who agreed that they are less likely to wear a mask. The two-sample proportion is from independent and random samples. I used a 0.05 significance level, and the results are as follows;-
Hypothesis
Ho: p1=p2
H1:p1>p2
P1=11, p2=7, n1=n2=30
P1==0.3667 p2==0.2333
ṕ==0.6 , q= (1-ṕ)
Z=
Z=1.127
Using a standard normal table to find P-value
P-value =0.1299
So the P-value is greater than the significance level of α 0.05; therefore, we accept the null hypothesis since there is not enough evidence to support the claim. These results suggest that men are equally likely to wear masks in public as women. P-value is 0.130, which means that if H0 is rejected, the type I error will be high, at 13%.
Constructing a 95% confidence interval to estimate the difference between p1 and p2. The inequality E is the margin of error obtained by the following formula,
E=Zα /2
Zα /2 is the critical areaof α /2
P1-p2-E< (p1-p2) < (p1-p2) +E
-0.096<p1-p2) <0.363
Since the confidence interval includes zero, there is not enough evidence suggesting that men are less likely to wear masks than females; therefore, we do not have sufficient evidence to reject the null hypothesis.
It can be represented in the graph below.
Quantitative Data
Further, to determine the effect of Covid-19, I interviewed a random sample of 30 people to investigate a claim that the unemployment rate has increased by 11%due to the impact of Covid-19.
| Sample size | Yes | No |
| 30 | 8 | 21 |
Among the 30 random samples,8 of them said they had lost their job due to the disease’s impact.I used a 0.05 significance level.
The hypothesis to be tested.
H0: p=0.11
H1:p≠ 0.11
This is a two-tail test, and therefore Z-test for one population proportion can be used.
P===0.2667
n =30
α= 0.05
Critical value for a two tailed test Zc=1.96
Z=
=
Z=2.742
Since the Z value is greater than Zc it can we can reject the null hypothesis.
P-value=0.0061
We can also use P-value, where P-value-0.0061which is less than the significance level α= 0.05; therefore, we reject the null hypothesis since there is enough evidence to support the claim.
95% confidence interval on the mean:
[0.108, 0.425]
The confidence interval shows that 95% of the unemployment rate due to covid-19 lies between 10.8% and 42.5%.
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