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Solution
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Solution provided by AtoZmath.com
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Sample Skewness, Kurtosis for ungrouped data calculator
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1. 85,96,76,108,85,80,100,85,70,95
2. 3,13,11,11,5,4,2
3. 3,23,13,11,15,3,5,4,2
4. 69,66,67,69,64,63,65,68,72
5. 4,14,12,16,6,3,1,2,3
6. 73,70,71,73,68,67,69,72,76,71
7. 10,50,30,20,10,20,70,30
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Example1. Calculate Sample Skewness from the following data 85,96,76,108,85,80,100,85,70,95Solution:Skewness :Mean bar x=(sum x)/n=(85+96+76+108+85+80+100+85+70+95)/10=880/10=88x | (x - bar x) = (x - 88) | (x - bar x)^2 = (x - 88)^2 | (x - bar x)^3 = (x - 88)^3 | 85 | -3 | 9 | -27 | 96 | 8 | 64 | 512 | 76 | -12 | 144 | -1728 | 108 | 20 | 400 | 8000 | 85 | -3 | 9 | -27 | 80 | -8 | 64 | -512 | 100 | 12 | 144 | 1728 | 85 | -3 | 9 | -27 | 70 | -18 | 324 | -5832 | 95 | 7 | 49 | 343 | --- | --- | --- | --- | 880 | 0 | 1216 | 2430 |
Sample Standard deviation S = sqrt((sum (x - bar x)^2)/(n-1))=sqrt(1216/9)=sqrt(135.1111)=11.6237
Sample Skewness = (sum(x - bar x)^3)/((n-1)*S^3)=2430/(9*(11.6237)^3)=2430/(9*1570.4951)=0.1719
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