Group B of those who do not. The results are
presented in Table 25.4.
We notice that the two groups of subjects have
different means and different standard deviations.
Both standard deviations are smaller than the one
obtained before separating the subjects into sub-
groups. That is, the two groups are more homo-
geneous than the original group. When one
combines the standard deviations into so-called
pooled standard deviation, the result is
S.D.pooled¼2.47 which is substantially lower
than the standard deviation of the original com-
bined group. The reason for this is that when we
calculated the mean of the combined group, we
ignored the fact that the group consisted of two
subgroups with different means. Thus, the calcu-
lated mean was in fact, a mean of the two sub-
groups’ means. Indeed, the overall mean 56.8
equals the average of the means of the two sub-
groups, that is, 56: 8 ¼ð 54 : 2 þ 59 : 4 Þ=2. The stan-
dard deviation, therefore, represented the sum of
two sources of variation: the intra-group variability
represented by the two subgroups’ standard
deviations, and the intergroup variability repre-
sented by the difference between the two sub-
groups’ means. In general, if one combines two
groups of measurements with the same number of
measurements in each group and if the standard
deviations of the two groups and the combined
group are denoted byS 1 ,S 2 andS, respectively,
and if the means of the two groups are denoted by
M 1 andM 2 , respectively, then the following rela-
tionship holds:
S^2 ¼
1
2
ðS^21 þS^22 Þþ
ðM 1 M 2 Þ
2
2
The variance of the combined group is the sum of
the two parts: The first is the average of the var-
iances of the two individual groups, and the second
is one half of the square of the difference between
the means of the two groups. The first part repre-
sents the intra-group variation and the second the
intergroup variation.
Table 25.3 Heartbeat
measurements of 20 students
Student Heartbeat
160
253
356
456
556
657
756
852
963
10 51
11 59
12 63
13 55
14 58
15 56
16 53
17 64
18 56
18 58
20 55
Mean 56.8
S.D. 3.57
Table 25.4 Heartbeat measurements of 20 students
by exercise status
Subject Heartbeat
Group A 2 53
852
756
13 55
20 55
556
455
18 56
10 51
16 53
Mean 54.2
S.D. 1.81
Group B 12 63
15 56
14 58
160
11 59
657
963
356
17 64
19 58
Mean 59.4
S.D. 2.99
25.6 THE CONTROLLED CLINICAL TRIAL: BASIC DESIGN ELEMENTS 321