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The Mean and Standard Deviation of Continuous Random Variables Remember at the beginning of this course we manually calculated measures of central tendency such as the mean, median, and mode, we also looked at measures of spread, such as the range, percentiles, and standard deviation. The calculations for theses questions took a lot of time, but could be solved using spreadsheet programs or a graphing calculator. In this section, you will focus on analyzing the mean and standard deviation of continuous probability distributions. Recall that standard deviation is a measure of spread that tells you how closely the data is clustered around the middle (usually the mean) of the data set. The larger the standard deviation is, the larger the variation in the data will be. Example A town’s community centre runs English Language Learner (ELL) classes every Tuesday, Wednesday, and Thursday evening. Every person is enrolled in one of the three classes and is to attend the same class each week, as space is limited in the classroom. 38 43 55 (a) (b) (c) (d) 54 60 60 65 84 68 57 58 74 66 72 98 42 67 59 62 80 76 65 88 71 71 70 45 67 93 56 Group these test scores and display them in a frequency polygon. Determine the mean and standard deviation of these test scores. State the test scores that are one standard deviation (1SD) and two standard deviation (2SD) above the mean, as well as the test scores that are one (-1SD) and two (-2SD) standard deviations below the mean. How many standard deviations are test scores of 60 and 90 away from the mean? Solution (a) Test Scores 0-9 10 - 19 20 – 29 30 – 39 40 – 49 50 – 59 60 – 69 70 – 79 80 – 89 90 - 100 Frequency -1 00 90 89 80 – 79 70 – 69 60 – 59 50 – 49 – 40 – 30 – 20 39 10 9 8 7 6 5 4 3 2 1 0 29 Frequency Frequency Polygon of Tuesday Night Test Scores in ELL Class Test Scores (b) Mean is 65.5, Standard Deviation 14.1 the values have been rounded to one decimal place. (c) A test score 1SD away from the mean = ______ - _____ = ______ A test score 2SD away from the mean = ______ - __________ = ______ A test score -1SD away from the mean = ______ - _____ = ______ A test score -2SD away from the mean = ______ - __________ = ______ (d) The number of standard deviations that a score is away from the mean is also known as a z-score. x – the test score μ – the mean δ – the standard deviation z – the number of standard deviations away from the mean (z – score) x = μ +(δ x z) z x Example Here are the test scores of the students in Wednesday evening’s class: 28 57 57 44 56 70 55 32 78 64 52 60 88 55 83 49 61 45 66 57 50 61 74 58 35 48 33 46 62 50 (a) Group theses scores and display them in the same frequency polygon used for the Tuesday evening class. (b) Determine the mean and standard deviation of these test scores. (c) State the test scores that are one standard deviation (1SD) and two standard deviation (2SD) above the mean, as well as the test scores that are one (-1SD) and two (-2SD) standard deviations below the mean. (d) How many standard deviations are test scores of 60 and 90 away from the mean? Solution (a) Test Scores 0-9 10 - 19 20 – 29 30 – 39 40 – 49 50 – 59 60 – 69 70 – 79 80 – 89 90 - 100 Frequency Test Scores -1 00 90 89 80 – 79 70 – 69 60 – 59 50 – 49 40 – 39 – 30 – 29 10 9 8 7 6 5 4 3 2 1 0 20 Frequency Frequency Polygon of Tuesday Night Test Scores in ELL Class (b) Mean is 65.5, Standard Deviation 17.1 the values have been rounded to one decimal place. (c) A test score 1SD away from the mean = ______ - _____ = ______ A test score 2SD away from the mean = ______ - __________ = ______ A test score -1SD away from the mean = ______ - _____ = ______ A test score -2SD away from the mean = ______ - __________ = ______ (d) Score of 90: Score of 60: Example Here are the test scores of the students in Thursday evening’s class: 69 48 58 62 84 73 95 85 82 92 65 49 39 68 65 94 46 55 39 75 57 58 59 64 75 77 28 82 78 45 (a) Group theses scores and display them in the same frequency polygon used for the Tuesday evening class. (b) Determine the mean and standard deviation of these test scores. (c) State the test scores that are one standard deviation (1SD) and two standard deviation (2SD) above the mean, as well as the test scores that are one (-1SD) and two (-2SD) standard deviations below the mean. (d) How many standard deviations are test scores of 60 and 90 away from the mean? Solution (a) Test Scores 0-9 10 - 19 20 – 29 30 – 39 40 – 49 50 – 59 60 – 69 70 – 79 80 – 89 90 - 100 Frequency -1 00 90 89 80 – 79 70 – 69 60 – 59 50 – 49 – 40 – 30 – 20 39 10 9 8 7 6 5 4 3 2 1 0 29 Frequency Frequency Polygon of Tuesday Night Test Scores in ELL Class (b) Mean is 65.5, Standard Deviation 17.1 the values have been rounded to one decimal place. Test Scores (c) A test score 1SD away from the mean = ______ - _____ = ______ A test score 2SD away from the mean = ______ - __________ = ______ A test score -1SD away from the mean = ______ - _____ = ______ A test score -2SD away from the mean = ______ - __________ = ______ (d) Score of 90: Score of 60: