Question

In: Math

A researcher wanted to test the effectiveness of three different doses of medication on depression levels,...

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.

Solutions

Expert Solution

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.


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