Question

In: Statistics and Probability

The types of raw materials used to construct stone tools found at an archaeological site are...

The types of raw materials used to construct stone tools found at an archaeological site are shown below. A random sample of 1486 stone tools were obtained from a current excavation site.

Raw Material Regional Percent of Stone Tools Observed Number of Tools as Current excavation Site
Basalt 61.3% 894
Obsidian 10.6% 152
Welded Tuff 11.4% 178
Pedemal chert 13.1% 217
Other 3.6% 45

Use a 1% level of significance to test the claim that the regional distribution of raw materials fits the distribution at the current excavation site.

(a) What is the level of significance?


State the null and alternate hypotheses.

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

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.


(b) Find the value of the chi-square statistic for the sample. (Round the expected frequencies to at least three 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?

Student's t

binomial    

chi-square

uniform

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 of independence?

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 0.01 level of significance, there is sufficient evidence to conclude that the regional distribution of raw materials and the current excavation site distribution are not independent.

At the 0.01 level of significance, there is insufficient evidence to conclude that the regional distribution of raw materials and the current excavation site distribution are not independent.

Solutions

Expert Solution

A random sample of 1486 stone tools were obtained from a current excavation site.


(a) What is the level of significance?

Level of singificance = 1% = 0.01

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 = 5.135


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 = 5 - 1 = 4


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

p value = 0.274


(d) Based on your answers in parts (a) to (c), will you reject or fail to reject the null hypothesis of independence?

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


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

At the 0.01 level of significance, there is sufficient evidence to conclude that the regional distribution of raw materials and the current excavation site distribution are not independent.


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