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One-Way Analysis of Variance
(A worked Problem:  Procedure explained in more in Chapter 13)


As a psychologist who works with people who have Down's syndrome, you design a study intended to determine which rewards are most effective for use in training your patients.  You select four different, independent, groups of six patients and record the number of days it takes to teach them a particular task, with each group receiving one of four types of rewards:  Reward 1, Reward 2, Reward 3, and Reward 4.   the number of days are given in the following table. 

Reward 1 Reward 2 Reward 3 Reward 4
3
5
6
2
1
2
6
7
9
7
11
6
9
10
15
12
11
10
12
13
15
18
15
13

Use the data above to conduct a one-way analysis of variance.


I.  State your hypotheses

    Null hypothesis:  The type of reward does not make a difference in the number of days required for
        Down's Syndrome patients to learn a task.

    Research hypothesis:  The type of reward makes a difference in the number of days required for
        Down's syndrome patients to learn a task

II.  After stating the hypotheses, always begin an analysis of variance problem by computing all required sums.

Reward 1 Reward 2 Reward 3 Reward 4  
3
5
6
2
1
2
6
7
9
7
11
6
9
10
15
12
11
10
12
13
15
18
15
13
 
wp1an 1.gif (1320 bytes) wp1an 2.gif (1350 bytes) wp1an 3.gif (1351 bytes) wp1an 4.gif (1386 bytes) wp1an 5.gif (1451 bytes)

III.    Compute SStotal

    wp1an 6.gif (2132 bytes)

IV.    Compute SSbg

    wp1an 7.gif (4018 bytes)

V.     Compute SSwg

    wp1an 8.gif (1357 bytes)

VI.    Compute dftotal

    dftotal = Ntotal - 1 = 24 -1 = 23

VII.   Compute dfbg

   dfbg = k-1 = 4 - 1 = 3 

VIII.  Compute dfwg

    dfwg = (n1-1) +  (n2-1) + (n3-1) + (n4 -1) = (6-1) + (6-1) + (6-1) + (6-1)
    dfwg = 5 + 5 + 5 + 5 = 20

IX.    Compute MSbg

    wp1an 9.gif (1342 bytes)

X.     Compute MSwg

    wp1an 10.gif (1346 bytes)

XI.    Compute F

    wp1an 11.gif (1365 bytes)

XII.   Find the critical value of the F ratio in Table F and determine the significance of F

    A.  df = (3, 20)
    B.  Critical Value at alpha = .05 is 3.10
   
C.  Because F > Critical Value we can reject the Null Hypothesis and accept the Research Hypothesis
    D.  The probablity of an F ratio this large happening just by chance is less than .05 (p < .05).

XIII.  Create the Source Table

Source SS df MS F p
Between 413.500 3 137.833 32.685 <.05
Within 84.333 20 4.217    
Total 497.833 23      

XIV.  Because F is greater than the critical value we must compute the HSD

    A.  MSwg = 4.217
    B.  n = 6    (Hint:  The number of scores in each group)
    C.  q = 3.96    (Hint:   To enter table Q use k = 4...k is the number of groups...and dfwg = 20)
    D.  Compute HSD

    wp1an 12.gif (1759 bytes)

XV.  Compare all pairs of means

    wp1an 13.gif (2997 bytes)

XVI.  Conclusions

    A.  Reward 2 is significantly greater than Reward 1
    B.  Reward 3 is significantly greater than Reward 1
    C.  Reward 4 is significantly greater than Reward 1
    D.  Reward 3 is significantly greater than Reward 2
    E.   Reward 4 is significantly greater than Reward 2
    F.   Reward 3 and Reward 4 are not significantly different from one another.

Copyright © 2004 by Mark W. Vernoy