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Numerical Measures
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Chapter Goals
Chapter Topics ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Summary Measures Center and Location Mean Median Mode Other Measures of Location Weighted Mean Describing Data Numerically Variation Variance Standard Deviation Coefficient of Variation Range Percentiles Interquartile Range Quartiles
Measures of Center and Location Center and Location Mean Median Mode Weighted Mean Overview
Mean (Arithmetic Average) ,[object Object],[object Object],[object Object],n = Sample Size N = Population Size
Mean (Arithmetic Average) ,[object Object],[object Object],[object Object],(continued) 0  1  2  3  4  5  6  7  8  9  10 Mean = 3 0  1  2  3  4  5  6  7  8  9  10 Mean = 4
Median ,[object Object],[object Object],[object Object],[object Object],0  1  2  3  4  5  6  7  8  9  10 Median = 3 0  1  2  3  4  5  6  7  8  9  10 Median = 3
Mode ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],0  1  2  3  4  5  6  7  8  9  10  11  12  13  14  Mode = 5 0  1  2  3  4  5  6 No Mode
Weighted Mean ,[object Object],Example : Sample of 26 Repair Projects Weighted Mean Days to Complete: Days to Complete Frequency 5 4 6 12 7 8 8 2
[object Object],Review Example House Prices:    $2,000,000   500,000   300,000   100,000   100,000
Summary Statistics ,[object Object],[object Object],[object Object],[object Object],House Prices:    $2,000,000 500,000   300,000   100,000   100,000 Sum  3,000,000
[object Object],[object Object],[object Object],Which measure of location  is the “best”?
Shape of a Distribution ,[object Object],[object Object],Mean  =  Median  =   Mode Mean  <  Median  <   Mode Mode   <   Median  <   Mean Right-Skewed Left-Skewed Symmetric (Longer tail extends to left) (Longer tail extends to right)
Other Location Measures ,[object Object],[object Object],[object Object],[object Object],Other Measures of Location Percentiles Quartiles 1 st  quartile = 25 th  percentile 2 nd  quartile = 50 th  percentile   = median 3 rd  quartile = 75 th  percentile
Percentiles ,[object Object],Example:  The 60 th  percentile in an ordered array of 19 values is the value in 12 th  position:
Quartiles ,[object Object],25% 25% 25% 25% Sample Data in Ordered Array:  11  12  13  16  16  17  18  21  22   Example: Find the first quartile (n = 9) Q1 = 25 th  percentile, so find the  (9+1) = 2.5 position so use the value half way between the 2 nd  and 3 rd  values, so  Q1 = 12.5 25 100 Q1 Q2 Q3
Box and Whisker Plot ,[object Object],Minimum  --  Q1  --  Median  --  Q3  --  Maximum Example : 25%  25%  25%  25%
Shape of Box and Whisker Plots ,[object Object],[object Object]
Distribution Shape and  Box and Whisker Plot Right-Skewed Left-Skewed Symmetric Q1 Q2 Q3 Q1 Q2 Q3 Q1 Q2 Q3
Box-and-Whisker Plot Example ,[object Object],[object Object],0  2  3  5  27 Min  Q1  Q2  Q3  Max
Measures of Variation Variation Variance Standard Deviation Coefficient of Variation Population Variance Sample  Variance Population Standard Deviation Sample  Standard  Deviation Range Interquartile  Range
[object Object],Variation Same center,  different variation
Range ,[object Object],[object Object],Range = x maximum  –  x minimum 0  1  2  3  4  5  6  7  8  9  10  11  12  13  14  Range = 14 - 1 = 13 Example:
[object Object],[object Object],Disadvantages of the Range 7  8  9  10  11  12 Range = 12 - 7 = 5 7  8  9  10  11  12 Range = 12 - 7 = 5 1 ,1,1,1,1,1,1,1,1,1,1,2,2,2,2,2,2,2,2,3,3,3,3,4, 5 1 ,1,1,1,1,1,1,1,1,1,1,2,2,2,2,2,2,2,2,3,3,3,3,4, 120 Range = 5 - 1 = 4 Range = 120 - 1 = 119
Interquartile Range ,[object Object],[object Object],[object Object]
Interquartile Range Median (Q2) X maximum X minimum Q1 Q3 Example: 25%  25%  25%  25% 12  30  45  57  70 Interquartile range  = 57 – 30 = 27
[object Object],[object Object],[object Object],Variance
Standard Deviation ,[object Object],[object Object],[object Object],[object Object],[object Object]
Calculation Example: Sample Standard Deviation Sample  Data  (X i ) :  10  12  14  15  17  18  18  24 n = 8  Mean = x = 16
Comparing Standard Deviations Mean = 15.5 s  =  3.338   11  12  13  14  15  16  17  18  19  20  21 11  12  13  14  15  16  17  18  19  20  21 Data B Data A Mean = 15.5 s =  .9258 11  12  13  14  15  16  17  18  19  20  21 Mean = 15.5 s =  4.57 Data C
Coefficient of Variation ,[object Object],[object Object],[object Object],[object Object],Population   Sample
Comparing Coefficient  of Variation ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Both stocks have the same standard deviation, but stock B is less variable relative to its price
[object Object],[object Object],The Empirical Rule X 68%
[object Object],[object Object],The Empirical Rule 99.7% 95%
[object Object],[object Object],[object Object],[object Object],[object Object],Tchebysheff’s Theorem within At least
[object Object],[object Object],Standardized Data Values
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Standardized Population Values
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Standardized Sample Values
Using Microsoft Excel ,[object Object],[object Object],[object Object]
Using Excel ,[object Object]
[object Object],[object Object],[object Object],Using Excel (continued)
Excel output Microsoft Excel  descriptive statistics output,  using the house price data: House Prices:    $2,000,000 500,000   300,000   100,000   100,000

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Numerical measures stat ppt @ bec doms

  • 2.
  • 3.
  • 4. Summary Measures Center and Location Mean Median Mode Other Measures of Location Weighted Mean Describing Data Numerically Variation Variance Standard Deviation Coefficient of Variation Range Percentiles Interquartile Range Quartiles
  • 5. Measures of Center and Location Center and Location Mean Median Mode Weighted Mean Overview
  • 6.
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  • 18.
  • 19.
  • 20. Distribution Shape and Box and Whisker Plot Right-Skewed Left-Skewed Symmetric Q1 Q2 Q3 Q1 Q2 Q3 Q1 Q2 Q3
  • 21.
  • 22. Measures of Variation Variation Variance Standard Deviation Coefficient of Variation Population Variance Sample Variance Population Standard Deviation Sample Standard Deviation Range Interquartile Range
  • 23.
  • 24.
  • 25.
  • 26.
  • 27. Interquartile Range Median (Q2) X maximum X minimum Q1 Q3 Example: 25% 25% 25% 25% 12 30 45 57 70 Interquartile range = 57 – 30 = 27
  • 28.
  • 29.
  • 30. Calculation Example: Sample Standard Deviation Sample Data (X i ) : 10 12 14 15 17 18 18 24 n = 8 Mean = x = 16
  • 31. Comparing Standard Deviations Mean = 15.5 s = 3.338 11 12 13 14 15 16 17 18 19 20 21 11 12 13 14 15 16 17 18 19 20 21 Data B Data A Mean = 15.5 s = .9258 11 12 13 14 15 16 17 18 19 20 21 Mean = 15.5 s = 4.57 Data C
  • 32.
  • 33.
  • 34.
  • 35.
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  • 38.
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  • 40.
  • 41.
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  • 43. Excel output Microsoft Excel descriptive statistics output, using the house price data: House Prices: $2,000,000 500,000 300,000 100,000 100,000