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Measures of Disease
In Epidemiology
Dr.Mohamed Hussein Aden
MBBS,BPH,MHSM
Measures of central tendency
and Dispersion
Measures of central tendency and Dispersion
Measures of Central Tendency: attempt to quantify
what we mean when we think of as the "typical" or
"average" score in a data set.
A single value to summarize a set of epidemiological
data.
For example, we often want to know before purchasing
a car its average distance per liter of petrol. Or before
accepting a job, you might want to know what a
typical salary is for people in that position so you will
know whether or not you are going to be paid what
you are worth. Statistics geared toward measuring
central tendency all focus on this concept of "typical"
or "average."
Statisticians use three measures of central
tendency
•The Mode
•The Median
•The Mean
The Mode:
The mode is the most frequent score
The mode is the value that occurs most often in a set of
data
observation Values/score
1 5
2 7
3 3
4 38
5 7
Exp; 0, 0, 1, 1, 1, 1, 2, 2, 2, 3, 4, 6
If we find that every value occurs only once, the
distribution has no mode.
Or
if we find that two or more values are tied as the most
common, the distribution has more than one mode.
We usually find the mode by creating a frequency
distribution in which we tally how often each value
occurs.
data: 29, 31, 24, 29, 30, and 25 days
frequency distribution,
Mode = 29 days
Example
• find the mode for the following set of data:
15, 9, 19, 13, 17, 11.
• find the mode for the following set of data:
17, 9, 15, 9, 17, 13.
•The Mean
(average)
The mean is defined technically as the sum of all the
data scores divided by n (the number of scores in the
distribution).
This formula is read as “x-bar equals the sum of the x’s
divided by n.”
Example
In an outbreak of hepatitis A, 6 persons became ill. The
incubation periods for the affected persons (xi) were
29, 31, 24, 29, 30, and 25 days.
1. To calculate the numerator, sum the individual
observations:
.xi = 29 + 31 + 24 + 29 + 30 + 25 = 168
2. For the denominator, count the number of
observations: n = 6
3. To calculate the mean, divide the numerator (sum of
observations) by the denominator (number of
observations):
x = 25+ 30+ 29+ 24+ 31+ 29/6= 28.0 days
Therefore, the mean incubation period for this
outbreak was 28.0 days.
We use the mean more than any other measure of
central location because it has many desirable statistical
properties. One such property is the centering property
of the mean.
We can demonstrate this property with the example
based on an outbreak of hepatitis A). In the table below
we have subtracted the mean incubation period from the
individual incubation periods and summed the
differences. Notice that the sum equals zero. This shows
that the mean is the center of the distribution.
Although the mean is often an excellent summary
measure of a set of data, the data must be
approximately normally distributed, because the mean
is quite sensitive to extreme values that skew a
distribution. For example, if the largest value of the six
listed above were 131 instead of
31, the mean would change from 28.0 to 44.7:
The Median
Another common measure of central location is the
median. As you will see, it is especially useful when
data are skewed.
Median means middle, and the median is the middle of a
set of data that has been put into rank order. Specifically,
it is the value that divides a set of data into two halves,
with one half of the observations being larger than the
median value, and one half smaller. For example,
suppose we had the following set of systolic blood
pressures (in mm/Hg):
110, 120, 122, 130, 180
median is 122 mm/Hg,
How to calculate Median:
1. Arrange the observations in increasing or decreasing order.
2. Find the middle rank with the following formula:
Middle rank = ( n+1/2)
a. If the number of observations (n) is odd, the
middle rank falls on an observation.
b. If n is even, the middle rank falls between two
observations.
3. Identify the value of the median:
a. If the middle rank falls on a specific observation (that
is, if n is odd), the median is equal to the value of that
observation.
b. If the middle rank falls between two
observations (that is, if n is even), the median is
equal to the average (i.e., mean) of the values of
those observations.
Example with an odd number of observations
find the median of the following set of data:
n = 5: 13, 7, 9, 15, 11
1. Arrange the observations in increasing or decreasing
order.
7, 9, 11, 13, 15
15, 13, 11, 9, 7
2. Find the middle rank.
Middle rank = (n+1/2 ) = 5+1/2 = 3
Therefore, the median lies at the value of the third
observation.
3. Identify the value of the median. Since the median is
equal to the value of the third observation, the median is
11.
Example with an even number of observations
find the median of the following set of data n = 6: 15, 7,
13, 9, 10, 11
1. Arrange the observations in increasing or decreasing
order.
7, 9, 10, 11, 13, 15
2. Find the middle rank.
Middle rank = (n+1/2 ) = 6+1/2 =3.5
Therefore, the median lies halfway between the values
of the third and fourth observations.
3. Identify the value of the median. Since the median is
equal to the average of the values of the third and fourth
observations, the median is 10.5.
Median = (10+11/2) = 10.5
Example
• find the median of the 5 variables A-E shown below.
A: 0, 0, 1, 1, 1, 5, 9, 9, 9, 10, 10
B: 0, 4, 4, 4, 5, 5, 5, 6, 6, 6, 10
C: 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10
D: 0, 1, 1, 2, 2, 2, 3, 3, 3, 4, 10
E: 0, 6, 7, 7, 7, 8, 8, 8, 9, 9, 10
1. Arrange the observations in increasing order (already
done).
2. Find the middle rank: (11 observations + 1)/2 = 12/2
= 6
3. Identify the value of the median which is the 6th
observation:
Median for variables A, B, and C is 5.
Median for variable D = 2
Median for variable E = 8
2. Measures of Dispersion:
When we look at the graph of a frequency distribution, we
usually notice two primary features: 1) The graph has a peak,
usually near the center, and 2) it spreads out on either side of the
peak.
Just as we use a measure of central location to describe where the
peak is located, we use a measure of dispersion to describe how
much spread there is in the distribution. Several measures of
dispersion are available.
The range of a set of data is the difference between its largest
(maximum) and smallest (minimum) values. In the statistical
world, the range is reported as a single number, the difference
between maximum and minimum. In the epidemiologic
community, the range is often reported as “from (the minimum)
to (the maximum),” i.e., two numbers.
Example
find the minimum value, maximum value, and range
of the following data: 29, 31, 24, 29, 30, 25
1. Arrange the data from smallest to largest.
24, 25, 29, 29, 30, 31
2. Identify the minimum and maximum values:
Minimum = 24, Maximum = 31
3. Calculate the range:
Range = Maximum-Minimum = 31–24 = 7.
Thus the range is 7.
. Ratios,
. Proportions
. Rates
. Measurement of morbidity &
Mortality
Mean Deviation
Standard Deviation
Next period we shall discuss
Other Measures of Diseases as shown
below
Measures of disease in epidemiology

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Measures of disease in epidemiology

  • 1. Measures of Disease In Epidemiology Dr.Mohamed Hussein Aden MBBS,BPH,MHSM
  • 2. Measures of central tendency and Dispersion
  • 3. Measures of central tendency and Dispersion Measures of Central Tendency: attempt to quantify what we mean when we think of as the "typical" or "average" score in a data set. A single value to summarize a set of epidemiological data. For example, we often want to know before purchasing a car its average distance per liter of petrol. Or before accepting a job, you might want to know what a typical salary is for people in that position so you will know whether or not you are going to be paid what you are worth. Statistics geared toward measuring central tendency all focus on this concept of "typical" or "average."
  • 4. Statisticians use three measures of central tendency •The Mode •The Median •The Mean
  • 5. The Mode: The mode is the most frequent score The mode is the value that occurs most often in a set of data observation Values/score 1 5 2 7 3 3 4 38 5 7 Exp; 0, 0, 1, 1, 1, 1, 2, 2, 2, 3, 4, 6
  • 6. If we find that every value occurs only once, the distribution has no mode. Or if we find that two or more values are tied as the most common, the distribution has more than one mode. We usually find the mode by creating a frequency distribution in which we tally how often each value occurs. data: 29, 31, 24, 29, 30, and 25 days frequency distribution, Mode = 29 days
  • 7. Example • find the mode for the following set of data: 15, 9, 19, 13, 17, 11. • find the mode for the following set of data: 17, 9, 15, 9, 17, 13.
  • 8. •The Mean (average) The mean is defined technically as the sum of all the data scores divided by n (the number of scores in the distribution). This formula is read as “x-bar equals the sum of the x’s divided by n.”
  • 9. Example In an outbreak of hepatitis A, 6 persons became ill. The incubation periods for the affected persons (xi) were 29, 31, 24, 29, 30, and 25 days. 1. To calculate the numerator, sum the individual observations: .xi = 29 + 31 + 24 + 29 + 30 + 25 = 168 2. For the denominator, count the number of observations: n = 6 3. To calculate the mean, divide the numerator (sum of observations) by the denominator (number of observations): x = 25+ 30+ 29+ 24+ 31+ 29/6= 28.0 days Therefore, the mean incubation period for this outbreak was 28.0 days.
  • 10. We use the mean more than any other measure of central location because it has many desirable statistical properties. One such property is the centering property of the mean. We can demonstrate this property with the example based on an outbreak of hepatitis A). In the table below we have subtracted the mean incubation period from the individual incubation periods and summed the differences. Notice that the sum equals zero. This shows that the mean is the center of the distribution.
  • 11. Although the mean is often an excellent summary measure of a set of data, the data must be approximately normally distributed, because the mean is quite sensitive to extreme values that skew a distribution. For example, if the largest value of the six listed above were 131 instead of 31, the mean would change from 28.0 to 44.7:
  • 12. The Median Another common measure of central location is the median. As you will see, it is especially useful when data are skewed. Median means middle, and the median is the middle of a set of data that has been put into rank order. Specifically, it is the value that divides a set of data into two halves, with one half of the observations being larger than the median value, and one half smaller. For example, suppose we had the following set of systolic blood pressures (in mm/Hg): 110, 120, 122, 130, 180 median is 122 mm/Hg,
  • 13. How to calculate Median: 1. Arrange the observations in increasing or decreasing order. 2. Find the middle rank with the following formula: Middle rank = ( n+1/2) a. If the number of observations (n) is odd, the middle rank falls on an observation. b. If n is even, the middle rank falls between two observations. 3. Identify the value of the median: a. If the middle rank falls on a specific observation (that is, if n is odd), the median is equal to the value of that observation. b. If the middle rank falls between two observations (that is, if n is even), the median is equal to the average (i.e., mean) of the values of those observations.
  • 14. Example with an odd number of observations find the median of the following set of data: n = 5: 13, 7, 9, 15, 11 1. Arrange the observations in increasing or decreasing order. 7, 9, 11, 13, 15 15, 13, 11, 9, 7 2. Find the middle rank. Middle rank = (n+1/2 ) = 5+1/2 = 3 Therefore, the median lies at the value of the third observation. 3. Identify the value of the median. Since the median is equal to the value of the third observation, the median is 11.
  • 15. Example with an even number of observations find the median of the following set of data n = 6: 15, 7, 13, 9, 10, 11 1. Arrange the observations in increasing or decreasing order. 7, 9, 10, 11, 13, 15 2. Find the middle rank. Middle rank = (n+1/2 ) = 6+1/2 =3.5 Therefore, the median lies halfway between the values of the third and fourth observations. 3. Identify the value of the median. Since the median is equal to the average of the values of the third and fourth observations, the median is 10.5. Median = (10+11/2) = 10.5
  • 16. Example • find the median of the 5 variables A-E shown below. A: 0, 0, 1, 1, 1, 5, 9, 9, 9, 10, 10 B: 0, 4, 4, 4, 5, 5, 5, 6, 6, 6, 10 C: 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10 D: 0, 1, 1, 2, 2, 2, 3, 3, 3, 4, 10 E: 0, 6, 7, 7, 7, 8, 8, 8, 9, 9, 10
  • 17. 1. Arrange the observations in increasing order (already done). 2. Find the middle rank: (11 observations + 1)/2 = 12/2 = 6 3. Identify the value of the median which is the 6th observation: Median for variables A, B, and C is 5. Median for variable D = 2 Median for variable E = 8
  • 18.
  • 19. 2. Measures of Dispersion: When we look at the graph of a frequency distribution, we usually notice two primary features: 1) The graph has a peak, usually near the center, and 2) it spreads out on either side of the peak. Just as we use a measure of central location to describe where the peak is located, we use a measure of dispersion to describe how much spread there is in the distribution. Several measures of dispersion are available.
  • 20. The range of a set of data is the difference between its largest (maximum) and smallest (minimum) values. In the statistical world, the range is reported as a single number, the difference between maximum and minimum. In the epidemiologic community, the range is often reported as “from (the minimum) to (the maximum),” i.e., two numbers. Example find the minimum value, maximum value, and range of the following data: 29, 31, 24, 29, 30, 25 1. Arrange the data from smallest to largest. 24, 25, 29, 29, 30, 31 2. Identify the minimum and maximum values: Minimum = 24, Maximum = 31 3. Calculate the range: Range = Maximum-Minimum = 31–24 = 7. Thus the range is 7.
  • 21. . Ratios, . Proportions . Rates . Measurement of morbidity & Mortality Mean Deviation Standard Deviation Next period we shall discuss Other Measures of Diseases as shown below