07 central tendency
DESCRIPTION
TRANSCRIPT
14-04-2012
1
Research Methodology Dr. Nimit Chowdhary, Professor
© Dr. Nimit Chowdhary Research Methodology 2 Saturday, April 14, 2012
Mean
Median
Mode
Trimmed mean
Arithmetic meanGeometric Mean
Harmonic Mean
14-04-2012
2
Measures of central tendency refer to the summary measures used to describe the most "typical" value in a set of values.
There are hundred of colleges in India
Each college has different tuition
Average college tuition is Rs. 2000
Saturday, April 14, 2012 © Dr. Nimit Chowdhary Research Methodology Workshop p. 3
Central tendency
Mean Median
Compute mean and median
Explain pros and cons of each measure
Describe how they change after:
Adding a constant to each value in the data set
Multiplying each value in the data set by a
constant
Saturday, April 14, 2012 © Dr. Nimit Chowdhary Research Methodology Workshop p. 4
14-04-2012
3
Computing mean is a two step process
1. Find the sum of all values in a group of values
2. Divide the sum by the number of values in the
group
Saturday, April 14, 2012 © Dr. Nimit Chowdhary Research Methodology Workshop p. 5
valuesofNumber valuesall of Sum
Mean
POPULATION MEAN
= Sum the following
X = Sum all X values
N = Number of X values
= Population mean
SAMPLE MEAN
Saturday, April 14, 2012 © Dr. Nimit Chowdhary Research Methodology Workshop p. 6
= Sum the following
x = Sum all x values
n = Number of x values
= sample meanx
NX n
xx
14-04-2012
4
BOWLING SCORE
Game Score
1 100
2 170
3 130
4 140
Saturday, April 14, 2012 © Dr. Nimit Chowdhary Research Methodology Workshop p. 7
1354/540/4
540140130170100
/
NXN
X
NX
Mean bowling score
The median is the midpoint in a set of data
List scores from smallest to largest
With an odd number of scores, the median is
the middle score
With an even number of scores, the median is
the sum of the middle two scores divided by 2Median= Sum of middle two scores / 2
Saturday, April 14, 2012 © Dr. Nimit Chowdhary Research Methodology Workshop p. 8
14-04-2012
5
BOWLING SCORE
Game Score1 1002 1703 1304 1405 160
List the scores in ascending order100 130 140 160 170
With an odd number of scores, identify the middle score100 130 140 160 170
BOWLING SCORE
Game Score1 1002 1703 1304 140
List the scores in ascending order100 130 140 170
With an even number of scores, identify the two middle scores100 130 140 170
The median is the sum of the middle scores divided by two
1352
140130
Median
14-04-2012
6
MEAN
The mean is better if a large set of scores does not have an outlier
MEDIAN
The median is better if a small set of scores has an outlier
Saturday, April 14, 2012 © Dr. Nimit Chowdhary Research Methodology Workshop p. 12
Rs. 60,000/- Rs. 70,000/- Rs. 80,000/- Rs. 90,000/- Rs. 10,000,000/-
Mean: = X/ N= (60,000 + 70,000 + 80,000 +
90,000 + 10,000,000)= Rs. 2,060,000
Median: Rs. 80,000/-
14-04-2012
7
Marks obtained by 30 students of class X of a certain school in a mathematics text consisting of 100 marks are as follows:
Saturday, April 14, 2012 © Dr. Nimit Chowdhary Research Methodology Workshop p. 13
Marks obtained
Number of students
Marks obtained
Number of students
10 1 70 4
20 1 72 1
36 3 80 1
40 4 88 2
50 3 92 3
56 2 95 1
60 4
Marks obtained (xi) No. of students (fi) fixi
10 1 10
20 1 20
36 3 108
40 4 160
50 3 150
56 2 112
60 4 240
70 4 280
72 1 72
80 1 80
88 2 176
92 3 276
95 1 95
Total fi=30 fixi = 1779
14-04-2012
8
3.5930
1779
i
ii
fxf
Mean
Class interval No. of students(fi)
Class mark (xi) fixi
10-25 2 17.5 35.0
25-40 3 32.5 97.5
40-55 7 47.5 332.5
55-70 6 62.5 375.0
70-85 6 77.5 465.0
85-100 6 92.5 555.0
fi= 30 fixi =1860.0
Saturday, April 14, 2012 © Dr. Nimit Chowdhary Research Methodology Workshop p. 16
6230
1860
i
ii
fxf
Mean
14-04-2012
9
Suppose we have to find the median of the following data which gives the marks, out of 50, obtained by 100 students in a test.
Saturday, April 14, 2012 © Dr. Nimit Chowdhary Research Methodology Workshop p. 17
Marks obtained 20 29 28 33 42 38 43 25
No. of students 6 28 24 15 2 4 1 20
No. of data points is even, 100 The median is the middle-most value, that is,
the value between 50th and 51st points Median will therefore be the average of 50th
and 51st point
Saturday, April 14, 2012 © Dr. Nimit Chowdhary Research Methodology Workshop p. 18
14-04-2012
10
Marks obtained No. of students Cumulative frequency
20 6 6
25 20 26
28 24 50
29 28 78
33 15 93
38 4 97
42 2 99
43 1 100
Saturday, April 14, 2012 © Dr. Nimit Chowdhary Research Methodology Workshop p. 19
n/2 th value is 50th, that is 28 (n/2 + 1)th value is 51st , that is 29 So the median is
Saturday, April 14, 2012 © Dr. Nimit Chowdhary Research Methodology Workshop p. 20
5.282
2928
Median
14-04-2012
11
Saturday, April 14, 2012 © Dr. Nimit Chowdhary Research Methodology Workshop p. 21
hf
cfn
lMedian
2
Where,
l = Lower limit of median class
n = Number of observations
cf = Cumulative frequency of class preceding median class
f = Frequency of median class
h = Class size
A survey of heights (in cm) of 51 girls of class X of a school was conducted and the following data was obtained
Saturday, April 14, 2012 © Dr. Nimit Chowdhary Research Methodology Workshop p. 22
Height in cms No. of girls
Less than 140 4
Less than 145 11
Less than 150 29
Less than 155 40
Less than 160 46
Less than 165 51
14-04-2012
12
Create a frequency table
Saturday, April 14, 2012 © Dr. Nimit Chowdhary Research Methodology Workshop p. 23
Class intervals Frequency Cumm. frequency
Below 140 4 4
140-145 7 11
145-150 18 29
150-155 11 40
155-160 6 46
160-165 5 51
n= 51, therefore n/2 =25.5; this means 145-150 is the median class
l= 145 cf= 11 f= 18, and h= 5
Saturday, April 14, 2012 © Dr. Nimit Chowdhary Research Methodology Workshop p. 24
hf
cfn
lMedian
2
518
115.25145
Median
03.14918
5.72145
14-04-2012
13
Two important measures of central tendency-mean and median
Grouped and ungrouped data How to calculate mean How to calculate median When to use mean and when to use median
Saturday, April 14, 2012 © Dr. Nimit Chowdhary Research Methodology Workshop p. 25