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Question
Obtain the coefficient of skewness by formula and comment on nature of the distribution.
Height in inches | No. of females |
Less than 60 | 10 |
60 – 64 | 20 |
64 – 68 | 40 |
68 – 72 | 10 |
72 – 76 | 2 |
Solution
We construct the less than cumulative frequency table as given below.
Height in inches | No. of females (f) | Less than cumulative frequency (c.f.) |
Less than 60 | 10 | 10 |
60 – 64 | 20 | 30 ← Q1 |
64 – 68 | 40 | 70 ← Q2, Q3 |
68 – 72 | 10 | 80 |
72 – 76 | 2 | 82 |
Total | N = 82 |
Q1 class = class containing `(("N")/4)^"th"` observation
∴ `"N"/(4) = (82)/(4)` = 20.5
Cumulative frequency which is just greater than (or equal) to 20.5 is 30.
∴ Q1 lies in the class 60 – 64.
L = 60, f = 20, c.f. = 10, h = 4
∴ Q1 = `"L"+"h"/"f"("N"/4-"c.f.")`
= `60 + (4)/(20)(20.5 - 10)`
= `60 + (1)/(5) xx 10.5`
= 60 + 2.1
∴ Q1 = 62.1
Q2 class = class containing `(("N")/2)^"th"` observation
∴ `"N"/2 = (82)/(4)` = 41
Cumulative frequency which is just greater than (or equal) to 41 is 70.
∴ Q2 lies in the class 64 - 68
∴ L = 64, h = 4, f = 40, c.f. = 30
∴ Q2 = `"L"+"h"/"f"("N"/2-"c.f.")`
= `64+4/40(41-30)`
= `64+1/10(11)`
= 64 + 1.1
∴ Q2 = 65.1
Q3 class = class containing `(("3N")/4)^"th"` observation
∴ `(3"N")/(4)=(3xx82)/4` = 61.5
Cumulative frequency which is just greater than (or equal) to 61.5 is 70.
∴ Q3 lies in the class 64 – 68
L = 64, f = 40, c.f. = 30, h = 4
∴ Q3 = `"L"+"h"/"f"((3"N")/4-"c.f.")`
= `64 + (4)/(40)(61.5 - 30)`
= `64 + (1)/(10) xx 31.5`
= 64 + 3.15
∴ Q3 = 67.15
Skb = `("Q"_3 + "Q"_1 - 2"Q"_2)/("Q"_3 - "Q"_1)`
= `(67.15 + 62.1 - 2(65.1))/(67.15 - 62.1)`
= `(129.25 - 130.2)/(5.05)`
= `(-0.95)/(5.05)`
∴ Skb = – 0.1881
Since, Skb < 0, the distribution is negatively skewed.
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