Question
Question: Calculate Bowley’s coefficient of skewness for the following distribution of weekly wage of workers....
Calculate Bowley’s coefficient of skewness for the following distribution of weekly wage of workers.
Wages | Number of workers |
---|---|
Below 300 | 5 |
300-400 | 8 |
400-500 | 18 |
500-600 | 35 |
600-700 | 27 |
Above 700 | 7 |
Solution
To find the Bowley’s coefficient of skewness, we first need to calculate three quartiles at 4N, 2N and 43N respectively. Then, we can calculate the Bowley’s coefficient of skewness using the formula SKB=Q3−Q1Q3+Q1−2Q2.
Complete step-by-step answer:
To calculate the Bowley’s coefficient of skewness, we must first form the following table,
Class | Frequency | Cumulative frequency |
---|---|---|
Below 300 | 5 | 5 |
300-400 | 8 | 13 |
400-500 | 18 | 31 |
500-600 | 35 | 66 |
600-700 | 27 | 93 |
Above 700 | 7 | 100 |
Here, we can see that N = 100 and class interval, h = 100.
We know that Q1 = value of (4N)th observation.
Thus, Q1 = value of 25th observation.
From the cumulative frequency column, we can see that the 25th observation belongs to the class 400-500.
For this class, the frequency f = 18, cumulative frequency of previous class, CF = 13 and the lower limit for this class, L = 400.
Thus, we can write
Q1=L+fh(4N−CF)
Putting, the values, we get
Q1=400+18100(25−13)
⇒Q1=466.67
We know that Q2 = value of (2N)th observation.
Thus, Q1 = value of 50th observation.
From the cumulative frequency column, we can see that the 50th observation belongs to the class 500-600.
For this class, the frequency f = 35, cumulative frequency of previous class, CF = 31 and the lower limit for this class, L = 500.
Thus, we can write
Q2=L+fh(2N−CF)
Putting, the values, we get
Q2=500+35100(50−31)
⇒Q2=554.29
We know that Q3 = value of (43N)th observation.
Thus, Q3 = value of 75th observation.
From the cumulative frequency column, we can see that 75th observation belongs to the class 600-700.
For this class, the frequency f = 27, cumulative frequency of previous class, CF = 66 and the lower limit for this class, L = 600.
Thus, we can write
Q3=L+fh(43N−CF)
Putting, the values, we get
Q3=600+27100(75−66)
⇒Q3=633.33
We know that Bowley’s coefficient of skewness is defined as
SKB=Q3−Q1Q3+Q1−2Q2
⇒SKB=633.33−466.67633.33+466.67−2(554.29)
⇒SKB=166.671100−1108.58
⇒SKB=−0.05
Thus, the Bowley’s coefficient of skewness is -0.05
Note: We must remember during the calculation of Q1, Q2 and Q3 that the cumulative frequencies of their previous classes are taken into account. If the skewness is positive, it is said to be positively skewed, and if the skewness is negative, it is said to be negatively skewed.