In: Statistics and Probability
. Given the following information obtained from three normally distributed populations, construct an ANOVA table. (Round intermediate calculations to at least 4 decimal places. Round "SS" to 2 decimal places, "MS" to 4 decimal places, and "F" to 3 decimal places.)
SSTR = 286.3; SSE = 2,785.8; c = 3; n1 = n2 = n3 = 10
b. At the 5% significance level, what is the conclusion to the ANOVA test of mean differences?
Do not reject H0; we cannot conclude that some means differ.
Reject H0; we can conclude that some means differ.
Do not reject H0; we can conclude that some means differ.
Reject H0; we cannot conclude that some means differ.
Solution:
Given:
SSTR = 286.3;
SSE = 2,785.8;
c = 3;
n1 = n2 = n3 = 10
Part a)
N = 10 +10+ 10 = 30
dftreatement = c - 1
dftreatement = 3 - 1
dftreatement = 2
dftotal = N - 1
dftotal = 30 - 1
dftotal = 29
and
dferror = N - c
dferror = 30 - 3
dferror = 27
SST = SSTR + SSE
SST = 286.3 + 2785.8
SST = 3072.1
MSTR = SSTR / dftreatement
MSTR = 286.3 / 2
MSTR = 143.1500
and
MSE = SSE / dferror
MSE = 2785.8 / 27
MSE = 103.1778
thus
F = MSTR / MSE
F = 143.1500 / 103.1778
F = 1.387
Thus we get:
Source | SS | df | MS | F |
---|---|---|---|---|
Treatment | 286.3 | 2 | 143.1500 | 1.387 |
Error | 2785.8 | 27 | 103.1778 | |
Total | 3072.1 | 29 |
Part b) At the 5% significance level, what is the conclusion to the ANOVA test of mean differences?
df_numerator = dftreatement = 2
df_denominator = dferror = 27
Level of significance = 0.05
F critical value = 3.35
Decision Rule:
Reject null hypothesis H0, if F test statistic value > F critical value = 3.35, otherwise we fail to reject H0.
Since F test statistic value = F = 1.387 < F critical value = 3.35, we fail to reject H0.
Thus correct answer is:
Do not reject H0; we cannot conclude that some means differ.