Properties of standard deviation, Applied Statistics

Assignment Help:

PROPERTIES

 

1. The value of standard deviation remains the same if, in a series each of the observation is increased or decreased by a constant quantity. In statistical language, we say standard deviation is independent of change of origin.

         For example, for the observations 3, 10 and 12 then μ = 8.33 and σ= 3.859.

If we increase the value of each observation by 4.5, we get the observations 7.5, 14.5 and 16.5.

         Now,  μ   = 12.833 and  σ = 3.859

         Hence although  μ  has increased by 4.5,  σ  remains the same.

2. For a given series, if each observation is multiplied or divided by a constant quantity, standard deviation will also be similarly affected.

Consider the observations 3, 10, 12.  σ  = 3.859 as shown in the above calculation.

Suppose we multiply each observation by 6, the observations become 18, 60 and 72.

  μ   =  50

σ

= 1353_properties of standard deviation.png
  = 23.152

  Which is nothing but the earlier  σ , 3.859 x 6.

In short, standard deviation is independent of any change of origin, but dependent on the change of scale.

3. Standard deviation is the minimum root-mean-square deviation. In other words, the sum of the squares of the deviations of items of any series from a value other than the arithmetic mean would always be greater.

4. Just as it is possible to compute combined mean of two or more groups, it is also possible to compute combined standard deviation of two or more groups. Combined standard deviation denoted by  σ12 is computed as follows:

σ12

= 1001_properties of standard deviation1.png

where,

μ1

=  Mean of first group

μ2

= Mean of second group

σ1

= Standard deviation of first group

σ2

= Standard deviation of second group

N1 

Number of observations in the first group

N2

= Number of observations in the second group

d1

= μ1 -  μ

d2

= μ2 -  μ

μ

 = (N1  μ1 + N2 μ2 ) / (N1 + N2)

Related Discussions:- Properties of standard deviation

Statistics, Theories of Business forecasting

Theories of Business forecasting

Classical and modern regression, The data in the data frame asset are from ...

The data in the data frame asset are from Myers (1990), \Classical and Modern Regression with Applications (Second Edition)," Duxbury. The response y here is rm return on assets f

Analysis of variance (anova), Analysis of variance allows us to test whethe...

Analysis of variance allows us to test whether the differences among more than two sample means are significant or not. This technique overcomes the drawback of the method used in

Kurtosis and skew, how to interpret results, a good explanation to help me ...

how to interpret results, a good explanation to help me understand.

Sensitivity and Specificity tests, The prevalence of undetected diabetes in...

The prevalence of undetected diabetes in a population to be screened is approximately 1.5% and it is assumed that 10,000 persons will be screened. The screening test will measure

Geometric mean, Geometric Mean is defined as the n th root of the ...

Geometric Mean is defined as the n th root of the product of numbers to be averaged. The geometric mean of numbers X 1 , X 2 , X 3 .....X n is given as

ANOVA, Your company operates a machine shop, and, having heard you had expe...

Your company operates a machine shop, and, having heard you had experience in statistics and design of experiments, consulted you for your opinion on an experiment they want to run

Find the optimal order quantity, The Maju Supermarket stocks Munchies Cerea...

The Maju Supermarket stocks Munchies Cereal. Demand for Munchies is 4,000 boxes per year and the super market is open throughout the year. Each box costs $4 and it costs the store

Universe or population, Universe or Population The word universe as use...

Universe or Population The word universe as used in statistics denotes the aggregate from which a sample is to be taken. According to Simpson and Kafka, a universe or populatio

Quota sampling, Quota sampling Under this method enumerators shall sele...

Quota sampling Under this method enumerators shall select the respondents in place of those not available, as per the quota fixed according  to guide lines   provided to them.

Write Your Message!

Captcha
Free Assignment Quote

Assured A++ Grade

Get guaranteed satisfaction & time on delivery in every assignment order you paid with us! We ensure premium quality solution document along with free turntin report!

All rights reserved! Copyrights ©2019-2020 ExpertsMind IT Educational Pvt Ltd