In: Statistics and Probability
There is an archaeological study area located in southwestern New Mexico. Potsherds are broken pieces of prehistoric Native American clay vessels. One type of painted ceramic vessel is called Mimbres classic black-on-white. At three different sites, the number of such sherds was counted in local dwelling excavations.
Site I | Site II | Site III |
69 | 26 | 15 |
39 | 16 | 31 |
29 | 50 | 72 |
10 | 63 | 29 |
80 | 10 | |
57 | 17 | |
29 |
Shall we reject or not reject the claim that there is no difference in population mean Mimbres classic black-on-white sherd counts for the three sites? Use a 1% level of significance.
(a) What is the level of significance?
State the null and alternate hypotheses.
H0: ?1 = ?2 = ?3; H1: Exactly two means are equal.
H0: ?1 = ?2 = ?3; H1: All three means are different.
H0: ?1 = ?2 = ?3; H1: Not all the means are equal.
H0: ?1 = ?2 = ?3; H1: At least two means are equal.
(b) Find SSTOT,
SSBET, and
SSW and check that
SSTOT =
SSBET +
SSW. (Round your answers to three
decimal places.)
SSTOT | = | |
SSBET | = | |
SSW | = |
Find d.f.BET,
d.f.W,
MSBET, and
MSW. (Round your answers for
MSBET, and MSW to
two decimal places.)
d.f.BET | = | |
d.f.W | = | |
MSBET | = | |
MSW | = |
Find the value of the sample F statistic. (Round your
answer to two decimal places.)
What are the degrees of freedom?
d.f.N | = |
d.f.D | = |
(c) Find 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?
Since the P value is greater than the level of significance at ? = 0.01, we do not reject H0.
Since the P value is less than or equal to the level of significance at ? = 0.01, we reject H0.
Since the P value is greater than the level of significance at ? = 0.01, we reject H0.
Since the P value is less than or equal to the level of significance at ? = 0.01, we do not reject H0.
(e) Interpret your conclusion in the context of the
application.
At the 1% level of significance there is insufficient evidence to conclude that the means are not all equal.
At the 1% level of significance there is sufficient evidence to conclude that the means are all equal.
At the 1% level of significance there is insufficient evidence to conclude that the means are all equal.
At the 1% level of significance there is sufficient evidence to conclude that the means are not all equal.
(f) Make a summary table for your ANOVA test. (Round your answers
for SS to three decimal places, your MS and FRatio to two
decimal places, and your P-value to four decimal
places.)
Source of Variation. |
Sum of Squares. |
Degrees of Freedom |
MS. | F Ratio |
P-Value. | Test Decision |
Between groups | Reject H0/ Do not reject H0. | |||||
Within groups | ||||||
Total |
We can directly use here one way anova by Excel.
Step1) Enter data in Excel.
Step 2) Data >>Data analysis >> One way anova >>Select data >>ok
(a) the level of significance =0.01
the null and alternate hypotheses.
H0: ?1 = ?2 = ?3; H1: Not all the means are equal.
(b)
SSTOT =8469.059
SSBET =802.880
SSW =7666.179
d.f.BET =2
d.f.W =14
MSBET =401.44
MSW =547.58
the value of the sample F statistic=0.73
the degrees of freedom
d.f.N =2
d.f.D =14
(c) the P-value of the sample test statistic.
(d) Since the P value is greater than the level of significance at ? = 0.01, we do not reject H0.
(e)
At the 1% level of significance there is insufficient evidence to conclude that the means are all equal.
(f)
ANOVA | ||||||
Source of Variation | SS | df | MS | F | P-value | Test decision |
Between Groups | 802.880 | 2 | 401.44 | 0.73 | 0.4980 | Do not reject H0. |
Within Groups | 7666.179 | 14 | 547.58 | |||
Total | 8469.059 | 16 |