Question

In: Math

The type of household for the U.S. population and for a random sample of 411 households...

The type of household for the U.S. population and for a random sample of 411 households from a community in Montana are shown below.

Type of Household Percent of U.S.
Households
Observed Number
of Households in
the Community
Married with children 26%         104            
Married, no children 29%         102            
Single parent 9%         38            
One person 25%         103            
Other (e.g., roommates, siblings) 11%         64            

Use a 5% level of significance to test the claim that the distribution of U.S. households fits the Dove Creek distribution.

(a) What is the level of significance?


State the null and alternate hypotheses.

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 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 the expected frequencies to two decimal places. Round the test statistic to three decimal places.)


Are all the expected frequencies greater than 5?

Yes

No    


What sampling distribution will you use?

uniform

chi-square    

binomial Student's t

normal


What are the degrees of freedom?


(c) Find or estimate the P-value of the sample test statistic. (Round your answer to three 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 sufficient to conclude that the community household distribution does not fit the general U.S. household distribution.

At the 5% level of significance, the evidence is insufficient to conclude that the community household distribution does not fit the general U.S. household distribution.

Solutions

Expert Solution

a)level of significance =0.05

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

b)

applying chi square test:

observed Expected Chi square
category Probability(p) Oi Ei=total*p R2i=(Oi-Ei)2/Ei
married with children 0.260 104.000 106.860 0.077
married no children 0.290 102.000 119.190 2.479
single parent 0.090 38.000 36.990 0.028
one person 0.250 103.000 102.750 0.001
other 0.110 64.000 45.210 7.809
total 1.000 411 411 10.393

chi-square statistic =10.393

Are all the expected frequencies greater than 5? --Yes

What sampling distribution will you use? --chi square

What are the degrees of freedom? - categories-1 =5-1=4

c)

p value =0.034

d)

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

e)

At the 5% level of significance, the evidence is sufficient to conclude that the community household distribution does not fit the general U.S. household distribution.


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