In: Math
A researcher wanted to test the effectiveness of three different doses of medication on depression levels, so she recruited 60 people and split them evenly into the 3 groups. Below an ANOVA summary table from his hypothetical experiment. Use this table to answer questions below.
Source |
SS |
df |
MS |
F |
Between |
(A) |
(C) |
(F) |
3.50 |
Within |
570 |
(D) |
(G) |
|
Total |
(B) |
(E) |
Using the information in the table (be sure to fill in, see other ANOVA table based essay question), test for significance (α=0.05). Please state the null hypothesis, research hypothesis, F obtained, F critical, df used, and conclusion of the study.
Solution:
Given:
Source | SS | df | MS | F |
Between | (A) | (C) | (F) | 3.5 |
Within | 570 | (D) | (G) | |
Total | (B) | (E) |
k = number of groups ( treatments) = 3
N = total observations = 60
i) Find (C):
dfbetween = k - 1
dfbetween = 3 - 1
dfbetween = 2
ii) Find (E):
dftotal = N - 1
dftotal = 60 -1
dftotal = 59
iii) Find (D) :
dfwithin = dftotal - dfbetween
dfwithin = 59 - 2
dfwithin = 57
iv) Find (G):
MSW = SSW / dfwithin
MSW = 570 / 57
MSW = 10
v) Find (F):
MSB = .......?
We have F test statistic = 3.5
F = MSB / MSW
3.5 = MSB / 10
MSB = 3.5 * 10
MSB = 35
vi) Find (A):
SSB =........?
we have:
MSB = 35
MSB = SSB / dfbetween
35 = SSB / 2
SSB = 35 * 2
SSB = 70
vi) Find (B):
SST = SSB + SSW
SST = 70 + 570
SST = 640
Thus we get:
Source | SS | df | MS | F |
Between | 70 | 2 | 35 | 3.50 |
Within | 570 | 57 | 10 | |
Total | 640 | 59 |
Null hypothesis:
Vs
research hypothesis:
H1: Three different doses of medication have effect on depression levels,
That is:
H1: At least one mean is different.
F obtained = 3.50
F critical and df:
dfnumerator = dfbetween = 2
dfdenominator = dferror = 57
α = 0.05
Use F table:
F critical at 0.05 significance level = 3.16
conclusion of the study:
Since F obtained = 3.50 > F critical = 3.16,we reject null hypothesis H0.
Thus we conclude that:Three different doses of medication have effect on depression levels.