09 Measures of Variability

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    Measures of

    Variability

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    Sets of grades in Statistics of two sections 

    Wisdom  Faith 

    Mark: 82 Hero: 70

    Jennylyn: 80 Sandara: 95

    Rainier: 83 Joross: 60

    Yasmien: 81 Roxanne: 80

    Nadine: 79 Melissa: 100

    Mean: 81  Mean: 81 

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    Measures of Variability or Dispersion

    are measures of the average distance of eachobservation from the center of the distribution

    they measure the homogeneity or heterogeneity

    of a particular groupSeveral Measures of Variability or Dispersion

    Range

    Mean Absolute Deviation

    Variance

    Standard Deviation

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    Measures of

    Variability forUngrouped Data

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    Range

    is the difference between the highest andlowest values

    the simplest but the most unreliable measureof variability since it uses only two values in

    the distribution

    vv  L H  R  

    Where: R = rangeHv = highest value

    Lv = lowest value

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    Mean Absolute Deviation

    is the average of the summation of theabsolute deviation of each observation fromthe mean

     N 

     X  X  MAD    

    Where: X = is a value or score from the raw data= is the mean

    N = total number of observationX  

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    Variance

    is the average of the squared deviation fromthe mean

    Where: X = is a value or score from the raw data= is the mean

    N = total number of observationX  

    X  X    

    2

    2  

    1

    2

    2

    X  X  s 

    Population Variance: 

    Sample Variance: 

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    Standard Deviation

    is the square root of the average deviationfrom the mean, or simply the square root ofvariance

    Where: X = is a value or score from the raw data= is the mean

    N = total number of observationX  

     N 

     X  X   

    2

      

    1

    2

     

     N 

     X  X  s

    Population Standard

    Deviation: Sample StandardDeviation: 

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    Coefficient of Variation

    is the ratio of the standard deviation to themean

    Where: cv = coefficient of variation= is the mean

    s = standard deviationX  

    it is used to compare the variability of two ormore sets of data even when they are

    expressed in different unit of measurement

    X  

    s cv  

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    Measures of

    Variability forGrouped Data

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    Range

    LLULR   

    Where: R = rangeUL = upper limit (highest class)LL = lower limit (lowest class)

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    Mean Absolute Deviation

    Where: X = is the class mark= is the mean

    N = total number of observationf = frequency

    X  X  f  MAD 

       

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    Variance

    Population Variance: 

    Sample Variance: 

    X  X  f     2

    2  

    1

    2

    2

    X  X  f  s 

    Where: X = is the class mark= is the meanN = total number of observationf = frequency

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    Standard Deviation

    Population StandardDeviation: 

    Sample StandardDeviation: 

    Where: X = is the class mark= is the meanN = total number of observationf = frequency

    X  X  f    

    2

      

    1

    2

     

    X  X  f  s 

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    TABLE I

    Score Distribution of Students in Literature Quiz

    CI f CBLCB UCB

    Class Mark(x)