Question

In: Statistics and Probability

The age distribution of the Canadian population and the age distribution of a random sample of...

The age distribution of the Canadian population and the age distribution of a random sample of 455 residents in the Indian community of a village are shown below.

Age (years) Percent of Canadian Population Observed Number
in the Village
Under 5 7.2%                   51            
5 to 14 13.6%                   83            
15 to 64 67.1%                   272            
65 and older 12.1%                   49            

Use a 5% level of significance to test the claim that the age distribution of the general Canadian population fits the age distribution of the residents of Red Lake Village.

(a) What is the level of significance?


State the null and alternate hypotheses.

H0: The distributions are the same.
H1: The distributions are different

H0: The distributions are different.
H1: The distributions are the same.    

H0: The distributions are different.
H1: The distributions are different.

H0: The distributions are the same.
H1: The distributions are the same.


(b) Find the value of the chi-square statistic for the sample. (Round your answer to three decimal places.)


Are all the expected frequencies greater than 5?

Yes

No


What sampling distribution will you use?

normal

uniform

chi-square

Student's t binomial


What are the degrees of freedom?


(c) Find or estimate the P-value of the sample test statistic. (Round your answer to four decimal places.)


(d) Based on your answers in parts (a) to (c), will you reject or fail to reject the null hypothesis that the population fits the specified distribution of categories?

Since the P-value > α, we fail to reject the null hypothesis.

Since the P-value > α, we reject the null hypothesis.  

Since the P-value ≤ α, we reject the null hypothesis.

Since the P-value ≤ α, we fail to reject the null hypothesis.


(e) Interpret your conclusion in the context of the application.

At the 5% level of significance, the evidence is insufficient to conclude that the village population does not fit the general Canadian population.

At the 5% level of significance, the evidence is sufficient to conclude that the village population does not fit the general Canadian population.

Solutions

Expert Solution

a random sample of 455 residents in the Indian community of a village


(a) What is the level of significance?

level of significance = 5% = 0.05



State the null and alternate hypotheses.

H0: The distributions are the same.
H1: The distributions are different


(b) Find the value of the chi-square statistic for the sample.

Test statistic = X2 = 21.663


Are all the expected frequencies greater than 5?

Yes


What sampling distribution will you use?

chi-square


What are the degrees of freedom?

Degree of freedom= k-1 = 4-1 = 3


(c) Find or estimate the P-value of the sample test statistic.

p value = 0.000


(d) Based on your answers in parts (a) to (c), will you reject or fail to reject the null hypothesis that the population fits the specified distribution of categories?

Since the P-value ≤ α, we reject the null hypothesis.


(e) Interpret your conclusion in the context of the application.

At the 5% level of significance, the evidence is sufficient to conclude that the village population does not fit the general Canadian population.


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