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DATA ANALYSIS
DATA ANALYSIS
Measures of Central Tendency
MEAN
MODE
MEDIAN
Measures of Central Tendency
MEAN
n
xx
scores of Number
Scores the of Sum
MEDIAN is the middle score when the scores are arranged in numerical order
MODE is the most frequently occurring score in the data
[It is possible to have no mode or more than one mode]
Example 1- Find the mean, mode and median of the following set of scores
3, 5, 2, 7, 8, 8, 9, 10
Mean = 8109887253
= 6.5
852
2, 3, 5, 7, 8, 8, 9, 10
5.7287
Note that when you have an even number of scores the median is the mean of the two middle scores
Arrange the scores in order
Mode = 8
Example 1 Continued
Median =
Example 2 - Find the mean, mode and median of the following set of scores.
67, 88, 43, 76, 75, 82, 71
Mean = 7
71827576438867
= 71.7143
7502
43, 67, 71, 75, 76, 82, 88
Median = 75
All scores occur the same number of times, so there is no mode in this case
Arrange the scores in order
No Mode
Example 2 Continued
Example 3 - Find the mean, mode and median of the following set of scores.
12, 18, 23, 16, 15, 12, 11, 16, 20, 14, 12, 22, 16, 14, 22
Mean = 15
221416221214201611121516231812
= 16.2
15243
11, 12, 12, 12, 14, 14, 15, 16, 16, 16, 18, 20, 22, 22, 23
Median = 16
When we have two modes, the data is bi-modal
Arrange the scores in order
Mode = 12 and 16
Example 3 Continued
MEASURES OF SPREAD
Range
Interquartile Range
Standard Deviation
MEASURES OF SPREAD
Range = Highest score – Lowest score
Interquartile Range
= Upper Quartile – Lowest Quartile
The upper quartile is the median of the top 50% of the scores whilst the lower quartile is the median of the bottom half of the scores.
The interquartile range looks at the middle 50% of the scores and measures the range in this set.
Standard Deviation
n
xxs
2
The advantage of using standard deviation as a measure of spread is that it uses all scores.
22
xnxs or
The standard deviation measures the deviations from the mean.
Example 1- Find the range, interquartile range and standard deviation of the following set of scores.
3, 5, 2, 7, 8, 8, 9, 10
Range = 10 – 2
= 8Remember to subtract
Range = Highest score – Lowest score
Example 1 continued - Finding the interquartile range
Divide the scores into two sets
Interquartile Range = 8.5 – 4
Arrange the scores in order
2, 3, 5, 7, 8, 8, 9, 10
= 4.5
Find the middle score of each half
Example 1 continued - Finding the standard deviation
Using subtract
6.5 from each score
Mean = 6.5 2, 3, 5, 7, 8, 8, 9, 10
Square each of these values
n
xxs
2
-4.5, -3.5, -1.5, 0.5, 1.5, 1.5, 2.5, 3.5
20.25, 12.25, 2.25, 0.25, 2.25, 2.25, 6.25, 12.25
n
xxs
2
858 69.225.7
That method is too complicated and hence is very rarely used.
Let’s consider the second formula for calculating standard deviation.
22
xnxs
Example 1 continued
Using square
each score
Mean = 6.5 2, 3, 5, 7, 8, 8, 9, 10
4, 9, 25, 49, 64, 64, 81, 100
25.68396
25.425.49
22
xnxs
22
xnxs
69.2
Generally we do not calculate the standard deviation in this manner. We use our calculator in statistics mode.
The symbol used to represent standard deviation varies from calculator to calculator.
nxSome examples are and
Example 2- Find the range, interquartile range and standard deviation of the following set of scores.
67, 88, 43, 76, 75, 82, 71
Range = 88 – 43
= 45Remember to subtract
Range = Highest score – Lowest score
Example 2 continued
Divide the scores into two sets
Interquartile Range = 82 – 67
Arrange the scores in order
43, 67, 71, 75, 76, 82, 88
= 15
Find the middle score of each half
Example 2 continued
Mean = 71.71
1849, 4489, 5041, 5625, 5776, 6724, 7744
271.717
37248
94.514214.5321
Using square
each score2
2
xnxs
22
xnxs
4.13
43, 67, 71, 75, 76, 82, 88
Frequency TablesFrequency tables are a good way to present data.
The first column is the score, the second column shows the frequency or number of times the score in the first column occurred.
Standard Deviation = 2
2
xf
fx
Formulas used with frequency tables.
Mean = f
fx
Frequency Tables
Mean = f
fxfx
45801191629520
521
30521
37.17
Score Frequency
15 316 517 718 919 520 1
Total 30
Example - Calculate the mean, mode, range and standard deviation for the data in the table.
Frequency Tables - Finding the standard deviation
fx
45801191629520
521
Score Frequency
15 316 517 718 919 520 1
Total 30
675
2fx
1280202329161805400
9099
Standard Deviation
22
xf
fx
237.17
309099
3.1