In: Statistics and Probability
The following table shows ceremonial ranking and type of pottery sherd for a random sample of 434 sherds at an archaeological location.
Ceremonial Ranking | Cooking Jar Sherds | Decorated Jar Sherds (Noncooking) | Row Total |
A | 90 | 45 | 135 |
B | 96 | 49 | 145 |
C | 81 | 73 | 154 |
Column Total | 267 | 167 | 434 |
Use a chi-square test to determine if ceremonial ranking and pottery type are independent at the 0.05 level of significance.
(a) What is the level of significance?
State the null and alternate hypotheses.
H0: Ceremonial ranking and pottery type are
independent.
H1: Ceremonial ranking and pottery type are not
independent.H0: Ceremonial ranking and pottery
type are independent.
H1: Ceremonial ranking and pottery type are
independent. H0:
Ceremonial ranking and pottery type are not independent.
H1: Ceremonial ranking and pottery type are not
independent.H0: Ceremonial ranking and pottery
type are not independent.
H1: Ceremonial ranking and pottery type are
independent.
(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
chi-square
binomial
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.)
p-value > 0.100
0.050 < p-value < 0.100
0.025 < p-value < 0.050
0.010 < p-value < 0.025
0.005 < p-value < 0.010
p-value < 0.005
(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 5% level of significance, there is sufficient evidence to conclude that ceremonial ranking and pottery type are not independent.
At the 5% level of significance, there is insufficient evidence to conclude that ceremonial ranking and pottery type are not independent.
Answer a)
Level of significance = 0.05
The null and alternate hypotheses are :
H1: Ceremonial ranking and pottery type are not independent.
H0: Ceremonial ranking and pottery type are independent.
Answer b)
Expected Frequencies are calculated as follows:
Ceremonial Ranking | Cooking Jar Sherds | Decorated Jar Sherds (Noncooking) |
A | =(135*267)/434 = 83.0530 | =(135*167)/434 = 51.9470 |
B | =(145*267)/434 = 89.2051 | =(145*167)/434 = 55.7949 |
C | =(154*267)/434 = 94.7419 | =(154*167)/434 = 59.2581 |
Contribution table is as follows:
Ceremonial Ranking | Cooking Jar Sherds | Decorated Jar Sherds (Noncooking) |
A | =(90-83.0530)^2/83.0530 = 0.5811 | =(45-51.9470)^2/51.9470 = 0.9290 |
B | =(96-89.2051)^2/89.2051 = 0.5176 | =(49-55.7949)^2/55.7949 = 0.8275 |
C | =(81-94.7419)^2/94.7419 = 1.9932 | =(73-59.2581)^2/59.2581 = 3.1868 |
Chi-square statistic = Sum of all contributions = 0.5811+0.5176+1.9932+0.9290+0.8275+3.1868
Chi-square statistic = 8.035
Yes, all the expected frequencies are greater than 5. (Refer to expected values table)
The sampling distribution used will be chi-square.
The degrees of freedom = (r-1)*(c-1) = (3-1)*(2-1) = 2
P-value corresponding to Chi-square statistic = 8.035 and df = 2 is obtained using p-value calculator. Screenshot below:
P-value = 0.0180
So, correct answer is 0.010 < p-value < 0.025
Answer d)
Since the P-value ≤ α, we reject the null hypothesis.
Answer e)
At the 5% level of significance, there is sufficient evidence to conclude that ceremonial ranking and pottery type are not independent.