range, percentile, and standard deviation. z scores and variance are used to
compare the variability among data using different units of measure.
Range
A statistical range is the difference between the maximum and minimum values
in a data set. Because the range is very sample specific, it is considered to be
an unstable measure of variability. Table 13-7 shows the income reported for
subjects in the experimental and control groups of a study designed to evaluate
health literacy. The mean for both data sets is $48,000, and the medians are
each $42,000. However, the data are quite different because the data for the
experimental group are more heterogeneous than for the control group. The
experimental group’s income varies from a minimum of $15,000 to a maxi-
mum of $103,000, with a range of $88,000. The control group’s income has a
minimum of $30,000 and a maximum of $73,000. Although salaries are still
quite variable, they are more uniform than the experimental group’s salaries
because their range is $43,000. In data comparisons, the smaller the range,
the more uniform the data; the greater the range, the more variable the data.
Semiquartile Range
Just as the median divides data into two halves, other
values divide these halves in half, meaning into quarters.
The semiquartile range is the range of the middle 50%
of the data. Figure 13-6 illustrates the semiquartile range
of the age data from a previous example. The semiquartile
range lies between the lower (first) and upper (third)
quartile of ages. The first quartile value is the median
of the lower half of the data set; one fourth of the data
KEY TERMS
measures of
variability:
Measures providing
information about
differences among
data within a
set; measures of
dispersion
homogenous:
Elements that share
many common
characteristics
heterogeneous:
The degree to
which elements are
diverse or not alike
range: The
difference between
the maximum and
minimum values in
a data set
semiquartile range:
The range of the
middle 50% of the
data
Control Experimental
$30,000 $15,000
$38,000 $23,000
$42,000 $42,000
$57,000 $57,000
$73,000 $103,000
Range $43,000 $88,000
TABLE 13-7 Example of Ranges of Income
FYI
The most commonly reported measure of
variability, the standard deviation, is the
measure of the average deviations of a value
from the mean in a given data set. Because
standard deviations are based on the mean
of the data set, information collected using
different measurement scales cannot be
directly compared.
13.5 Measures of Variability 345