Question

In: Statistics and Probability

Given the following information obtained from four normally distributed populations, construct an ANOVA table. (Round intermediate...

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.

Solutions

Expert Solution

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.


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