In: Statistics and Probability
Given the following information obtained from four 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.)
SST = 65.97; SSTR = 13.68; c = 4; n1 = n2 = n3 = n4 = 15
ANOVA | |||||
Source of Variation | ss | df | ms | f | p value |
Between Groups | .004 | ||||
Within Groups | |||||
Total |
b. At the 5% significance level, what is the conclusion to the ANOVA test of mean differences?
Reject H0; we can conclude that some means differ.
Do not reject H0; we cannot 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.
Given the following information obtained from four normally distributed populations, construct an ANOVA table
SST = 65.97; SSTR = 13.68; c = 4; n1 = n2 = n3 = n4 = 15
Here we need to test weather some means differ or not .
Now we are incomplete ANOVA , but to test this we do not need to complete whole table as we are given P-value which is equal to P-Value = 0.004
{ Note that Since P-Value is provided , Complete ANOVA table is not required to give conclusion , but if in case it is required then solved ANOVA is provided below . If there is any doubt regarding completed ANOVA , can ask for that in comment box }
Calculation
SSE = SST - SSTR { Sum of square due to Error i.e Within-group variation }
= 65.97 - 13.68
= 52.29
Now , ms = ss / df
So after calculation
Completed Anova Table is as follow
ANOVA | |||||
Source of Variation | ss | df | ms | f | p value |
Between Groups | 13.68 | 3 | 4.56 | 4.883534 | 0.004 |
Within Groups | 52.29 | 56 | 0.93375 | ||
Total | 65.97 | 59 |
To Test
H0 : All means do not differ significantly from each other i.e all are same
vs
H1 : Some means ( atleast one mean ) differs significantly with each other
Test Statistics F :-
F = MSTR / MSE
= 4.56/ 0.93375
F = 4.883534 ( calculated using given information about SST ,SSTR )
We are also given P-value correspond to calculated F-value
i.e P-Value = 0.004 ( Also given in ANOVA )
Rejection criteria : - We reject null hypothesis is P-Value is less than given significance level .
Now we are given 5% ( i.e 0.05 ) significance level,
thus P-Value = 0.004 < 0.05
Since P-Value is less than 0.05 ( given significance ) , we reject null hypothesis .
Conclusion :- Since we reject null hypothesis H0 , we concluded that some means differ.
Thus correct option is
Reject H0; we can conclude that some means differ.