Question #342470

5. A teacher wants to test his assumption that less than 30% of the Senior High


School students liked research class. After randomly collecting 150 samples,


he found out that only 40 students like their research class.


Claim:


Parameter


Symbol for parameter


Ho and Ha complementary pair.


Hypotheses in words:


Ho


Ha:


Hypotheses in symbols


Ho


На:

1
Expert's answer
2022-05-20T06:50:09-0400

The population proportion pp is the parameter.

Claim p<0.3.p<0.3.

The following null and alternative hypotheses for the population proportion needs to be tested:

H0:H_0: the population proportion is at least 30%.

Ha:H_a: the population proportion is less than 30%.

H0:p0.3H_0:p\ge0.3

Ha:p<0.3H_a:p<0.3

This corresponds to a left-tailed test, for which a z-test for one population proportion will be used.

Based on the information provided, the significance level is α=0.05,\alpha = 0.05, and the critical value for a left-tailed test is zc=1.6469.z_c =-1.6469.

The rejection region for this left-tailed test is R={z:z<1.6469}.R = \{z: z<-1.6469\}.

The z-statistic is computed as follows:


z=p^pp(1p)n=401500.30.3(10.3)150=0.891z=\dfrac{\hat{p}-p}{\sqrt{\dfrac{p(1-p)}{n}}}=\dfrac{\dfrac{40}{150}-0.3}{\sqrt{\dfrac{0.3(1-0.3)}{150}}}=-0.891

Since it is observed that z=0.891>1.6469=zc,z =-0.891>-1.6469=z_c, it is then concluded that the null hypothesis is not rejected.

Using the P-value approach:

The p-value is p=P(Z<0.891)=0.186465,p=P(Z<-0.891)=0.186465, and since p=0.186465>0.05=α,p = 0.186465 > 0.05=\alpha, it is concluded that the null hypothesis is not rejected.

Therefore, there is not enough evidence to claim that the population proportion pp is less than 0.3, at the α=0.05\alpha = 0.05 significance level.



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