In probability theory and statistics, the standard deviation of a statistical population, a data set, or a probability distribution is the square root of its variance. Standard deviation is a widely used measure of the variability or dispersion, being algebraically more tractable though practically less robust than the expected deviation or average absolute deviation.
(Source : Wikipedia)
In this article we shall discuss about calculating Standard Deviation. Also we shall solve problems based on calculating standard deviation.
Calculating the Standard Deviation:
Formula for calculating Standard Deviation Questions :
It is nothing but standard deviation questions are calculated by taking square root for Variance.
Formula for finding mean,
barx = (sum (X ) )/ n
Formula to solve standard deviation questions,
S = sqrt((sum(x - barx)^2) / (n -1))
Step 1: Calculate the average for given n numbers using the formula this is called mean of given numbers
Step 2: Find distance between each given numbers in the Data set from the calculated average value. This is called "deviation" from the mean value.
Step 3: Take the Square of each deviation value found From mean. This is squared deviation from mean.
Step 4: Calculate the sum for all the Squared standard deviations .
Step 5: Now apply the Standard Deviation formula and find standard deviation formula. It will be the square root of variance.
Examples for Calculating the Standard deviation :
Examples for Calculating the Standard deviation are given below:
Problem 1:
The given data set are 18, 17, 14, 11 and 12. Calculating the Standard Deviation
Solution:
Mean: Calculate the average for the given values. To find the mean.
x = (18 + 17 + 14 + 11 + 12)/ 5
= 72 / 5
= 14.4
Standard Deviation,
S = sqrt (( ( 18 - 14.4 )^2 + ( 17 - 14.4 ) ^2 + ( 14 - 14.4 ) ^2 + ( 11 - 14.4 ) ^2 + ( 12 - 14.4 ) ^2 )/ (5 - 1) )
= sqrt(37.2/ 4 )
= sqrt( 9.3 )
S = 3.04959014
ANSWER:
Standard Deviation S = 1.58113883
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Problem 2:
Find the Standard deviation of given Data 9, 10, 11, 12, 13, 14 and 15.
Solution:
barx = ( 9 + 10 + 11 + 12 + 13 + 14 + 15) / 7
barx = 84 / 7
barx = 12
X
X-barX
(X-barX)^2
9
9 - 12 = -3
9
10
10 - 12 = -2
4
11
11 - 12 = -1
1
12
12 - 12 = 0
0
13
13 - 12 = 1
1
14
14 -12 = 2
4
15
15 - 12 = 3
9
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Standard Deviation:
S = sqrt((sum(x - barx)^2) / (n -1))
S = sqrt( ( 9+4+1+0+1+4+9 ) / 6)
S = sqrt ( 28 / 6)
S = sqrt(4.66667 )
S = 2.16024767
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