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% 898
Obsidian 10.6% 163
Welded Tuff 11.4% 165
Pedernal chert 13.1% 197
Other 3.6% 63

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) 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.)
=

Solutions

Expert Solution

Solution:

Given:

Claim:  the regional distribution of raw materials fits the distribution at the current excavation site.

Thus hypothesis are:

H0: the regional distribution of raw materials fits the distribution at the current excavation site.

H0: The distributions are the same.
Vs

H1: the regional distribution of raw materials does NOT fit the distribution at the current excavation site.

H1: The distributions are different.

Level of significance = 0.01

Part a) Find the value of the chi-square statistic for the sample

Chi square test statistic for goodness of fit

Where

Oi = Observed Counts

Ei =Expected Counts = N * Regional Percent of Stone Tools

Thus we need to make following table:

Raw Material Regional Percent of Stone Tools Oi: Observed Number of Tools as Current excavation Site Ei: Expected frequencies Oi^2/Ei
Basalt 61.30% 898 910.918 885.265
Obsidian 10.60% 163 157.516 168.675
Welded Tuff 11.40% 165 169.404 160.710
Pedernal chert 13.10% 197 194.666 199.362
Other 3.60% 63 53.496 74.192
N = 1486

Thus

Are all the expected frequencies greater than 5?

Yes

Sampling distribution:

Chi-square

the degrees of freedom

df = k - 1 = 5 -1 = 4

Part c) estimate the P-value

Use following Excel command:

=CHISQ.DIST.RT(2.205,4)

=0.698

P-value = 0.698

Part d) will you reject or fail to reject the null hypothesis of independence?

Since P-value = 0.698 > 0.01 level of significance, we fail to reject H0.

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

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

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.


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