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Chapter 3 Section 3 Measures of Central Tendency and Dispersion from Grouped Data Sullivan – Fundamentals of Statistics – 2nd Edition – Chapter 3 Section 3 – Slide 1 of 19 Chapter 3 – Section 3 ● Learning objectives 1 The mean from grouped data 2 The weighted mean 3 The variance and standard deviation for grouped data Sullivan – Fundamentals of Statistics – 2nd Edition – Chapter 3 Section 3 – Slide 2 of 19 Chapter 3 – Section 3 ● Data may come in groups rather than individually ● The values may have been summarized in frequency distributions Ranges of ages (20 – 29, 30 – 39, ...) Ranges of incomes ($10,000 – $19,999, $20,000 – $39,999, $40,000 – $79,999, ...) ● The exact values for the mean, variance, and standard deviation cannot be calculated Sullivan – Fundamentals of Statistics – 2nd Edition – Chapter 3 Section 3 – Slide 3 of 19 Chapter 3 – Section 3 ● Learning objectives 1 The mean from grouped data 2 The weighted mean 3 The variance and standard deviation for grouped data Sullivan – Fundamentals of Statistics – 2nd Edition – Chapter 3 Section 3 – Slide 4 of 19 Chapter 3 – Section 3 ● To compute the mean for grouped data Assume that, within each class, the mean of the data is equal to the class midpoint Use the class midpoint in the formula for the mean The number of times the class midpoint value is used is equal to the frequency of the class ● If 6 values are in the interval [ 8, 10 ] , then we proceed as if all 6 values are equal to 9 (the midpoint of [ 8, 10 ] Sullivan – Fundamentals of Statistics – 2nd Edition – Chapter 3 Section 3 – Slide 5 of 19 Chapter 3 – Section 3 ● As an example, for the following frequency table, 0 – 1.9 2 – 3.9 4 – 5.9 6 – 7.9 Midpoint 1 3 5 7 Frequency 3 7 6 1 Class we calculate the mean as if The value 1 occurred 3 times The value 3 occurred 7 times The value 5 occurred 6 times The value 7 occurred 1 time Sullivan – Fundamentals of Statistics – 2nd Edition – Chapter 3 Section 3 – Slide 6 of 19 Chapter 3 – Section 3 0 – 1.9 2 – 3.9 4 – 5.9 6 – 7.9 Midpoint 1 3 5 7 Frequency 3 7 6 1 Class ● The calculation for the mean would be 1 1 1 3 3 3 3 3 3 3 5 5 5 5 5 5 7 17 or (1 3) (3 7) (5 6) (7 1) 17 Sullivan – Fundamentals of Statistics – 2nd Edition – Chapter 3 Section 3 – Slide 7 of 19 Chapter 3 – Section 3 ● Evaluating this formula (1 3) (3 7) (5 6) (7 1) 61 3.6 3 7 6 1 17 ● The mean is about 3.6 ● In mathematical notation xi fi fi ● This would be μ for the population mean and x for the sample mean Sullivan – Fundamentals of Statistics – 2nd Edition – Chapter 3 Section 3 – Slide 8 of 19 Chapter 3 – Section 3 ● Learning objectives 1 The mean from grouped data 2 The weighted mean 3 The variance and standard deviation for grouped data Sullivan – Fundamentals of Statistics – 2nd Edition – Chapter 3 Section 3 – Slide 9 of 19 Chapter 3 – Section 3 ● Sometimes not all data values are equally important ● To compute a grade point average (GPA), a grade in a 4 credit class is worth more than a grade in a 1 credit class ● The weights wi quantify the relative importance of the different values ● Higher weights correspond to more important values Sullivan – Fundamentals of Statistics – 2nd Edition – Chapter 3 Section 3 – Slide 10 of 19 Chapter 3 – Section 3 ● As an example, the following grades Course Statistics French Literature Biochemistry Badminton Credits 3 3 Grade A B 5 1 B D would yield a GPA (on a 4 point scale) of (3 4) (3 3) (5 3) (1 1) 37 3.08 3 3 5 1 12 Sullivan – Fundamentals of Statistics – 2nd Edition – Chapter 3 Section 3 – Slide 11 of 19 Chapter 3 – Section 3 ● In mathematical notation, if wi is the weight corresponding to the data value xi, then the weighted mean is w i xi xw wi ● This formula looks similar to one for the mean for grouped data, and the concepts are similar Sullivan – Fundamentals of Statistics – 2nd Edition – Chapter 3 Section 3 – Slide 12 of 19 Chapter 3 – Section 3 ● Learning objectives 1 The mean from grouped data 2 The weighted mean 3 The variance and standard deviation for grouped data Sullivan – Fundamentals of Statistics – 2nd Edition – Chapter 3 Section 3 – Slide 13 of 19 Chapter 3 – Section 3 ● To compute the variance for grouped data Assume again that, within each class, the mean of the data is equal to the class midpoint Use the class midpoint in the formula for the variance The number of times the class midpoint value is used is equal to the frequency of the class ● If 6 values are in the interval [ 8, 10 ] , then we assume that all 6 values are equal to 9 (the midpoint of [ 8, 10 ] ● The same approach as for the mean Sullivan – Fundamentals of Statistics – 2nd Edition – Chapter 3 Section 3 – Slide 14 of 19 Chapter 3 – Section 3 ● As an example, for the following frequency table, 0 – 1.9 2 – 3.9 4 – 5.9 6 – 7.9 Midpoint 1 3 5 7 Frequency 3 7 6 1 Class we calculate the variance as if The value 1 occurred 3 times The value 3 occurred 7 times The value 5 occurred 6 times The value 7 occurred 1 time Sullivan – Fundamentals of Statistics – 2nd Edition – Chapter 3 Section 3 – Slide 15 of 19 Chapter 3 – Section 3 0 – 1.9 2 – 3.9 4 – 5.9 6 – 7.9 Midpoint 1 3 5 7 Frequency 3 7 6 1 Class ● From our previous example, the mean is 3.6 ● Just as for the mean, the calculation for the variance would then be ((1 3.6)2 3) ((3 3.6)2 7) ((5 3.6)2 6) ((7 3.6)2 1) 17 Sullivan – Fundamentals of Statistics – 2nd Edition – Chapter 3 Section 3 – Slide 16 of 19 Chapter 3 – Section 3 ● Evaluating this formula ((1 3.6)2 3) ((3 3.6)2 7) ((5 3.6)2 6) ((7 3.6)2 1) 17 46.1 2.7 17 ● The variance is about 2.7 ● The standard deviation would be about 2.7 1.6 Sullivan – Fundamentals of Statistics – 2nd Edition – Chapter 3 Section 3 – Slide 17 of 19 Chapter 3 – Section 3 ● In mathematical notation ● The population variance would be 2 ( xi ) fi fi 2 ● The sample variance would be 2 ( x x ) fi 2 i s ( fi ) 1 ● The standard deviations would be the corresponding square roots Sullivan – Fundamentals of Statistics – 2nd Edition – Chapter 3 Section 3 – Slide 18 of 19 Summary: Chapter 3 – Section 3 ● The mean for grouped data Use the class midpoints Obtain an approximation for the mean ● The variance and standard deviation for grouped data Use the class midpoints Obtain an approximation for the variance and standard deviation Sullivan – Fundamentals of Statistics – 2nd Edition – Chapter 3 Section 3 – Slide 19 of 19