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Describing Data with Numbers Describing Center Mean: average of all data Median: middle number when in order Describing Spread or Variability •Range: Max – Min •IQR: Q3 – Q1 •Standard deviation(, s) is the average distance values fall from the mean Sample Standard Deviation x x 2 s i n 1 Variance is 2 (or s2) and is another measure of spread, but in square units Computing Standard Deviation Sample data set: 72, 88, 96, 100 x xi x i x = x i x 2 72 (72 - 89) = -17 (-17)2 = 289 88 (88 - 89) = -1 (-1)2 = 1 96 (96 - 89) = 7 (7)2 = 49 100 (100 - 89) = 11 (-1)2 = 121 = 89 Sum = 460 460 s 12.382 4 1 Interpretation: On average, the individual data values are about 12 units away from the mean. Calculated Standard Deviation is a measure of Variation in data Sample Data Set Mean Standard Deviation Shape of Graph 100, 100, 100, 100, 100 100 0 Symmetric & Uniform 100 10 Symmetric 100 50 Symmetric 142 99.85 Skewed 90, 90, 100, 110, 110 30, 90, 100, 110, 170 90, 90, 100, 110, 320 Which measures of center and spread do I use when describing a distribution? When the sampling distribution is bell shaped and symmetrically distributed, use the mean as the measurement for center and standard deviation as the measure for spread. When the sampling distribution is unknown or skewed use the median as the measurement for center and the IQR &/or range as the measure for spread. Using Calculator Consider the data set: 10, 12, 12, 15, 18 Mean Median Range St.Dev. Variance 13.4 12 8 3.13 9.79 After adding 5 to 18.4 each data point 17 8 3.13 9.79 After multiplying 40.2 each data point by 3 36 24 9.39 88.17 Original data Changing Units What happens to statistics when all the data is increased (or decreased) by some number? Measures of center Measures of spread Mean and median are increased by the same number Range, st dev, and IQR stay the same and do not change What happens to statistics when all the data is multiplied by some number? Measures of center Mean and median are multiplied by the same number Measures of spread Range, st dev, and IQR are multiplied by the same number Variance is multiplied by the number squared Changing Units Practice Suppose a data set has mean 8 and standard deviation 2.5. What will the new mean and standard deviation be if: All data points are multiplied by 4? All data points are decreased by 2? Mean = 32; standard deviation = 10 Mean = 6; standard deviation = 2.5 All data points are multiplied by 4 and then decreased by 2? Mean = 30; standard deviation = 10