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Transformations of Data
Section 9.3 Transformations of Data
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Objectives: 1. To find z-scores and other transformed scores for data. 2. To determine the effect of transformations on the mean and standard deviation.
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Original Transformed 4 6 7 9 10 9 11 12 14 15 Mean 7.5 St Dev 2.26 12.5 2.26
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Theorem 9.1: Translated Data
Let x1, x2, . . ., xn represent the original data. If y1, y2, . . ., yn are obtained by adding a constant k to the original data values, then y = x + k and sy = sx.
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Original Transformed 4 6 7 9 10 12 18 21 27 30 Mean 7.5 St Dev 2.26 22.5 6.77
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Theorem 9.2: Scaled Data If y1, y2, . . ., yn are found from x1, x2, . . ., xn by multiplying each by the same constant k, then y =k x and sy = ksx.
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Definition z-score The transformed score found by subtracting the mean from the individual score, and dividing by the standard deviation: x s z - =
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The statistic z is a measure of the deviation of an individual score from the mean in units of standard deviation.
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Practice: If you scored a 135 on an IQ test that has a mean of 100 and standard deviation of 16, how many standard deviations are you away from the mean? x s z - = 16 = ≈ 2.2
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A z-score of 2.2 on the IQ test means that the score earned (135) was 2.2 standard deviations (16) above the mean (100). If the individual score x is the same as the mean, the z-score is 0. A score below the mean will result in a negative z-score.
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Practice: Use the given set of scores to find the following values.
63, 74, 67, 76, 77, 71, 68, 66 Find the mean.
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Practice: Use the given set of scores to find the following values.
63, 74, 67, 76, 77, 71, 68, 66 Find the standard deviation.
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Practice: Use the given set of scores to find the following values.
63, 74, 67, 76, 77, 71, 68, 66 Find the z-score of the lowest score.
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Practice: Use the given set of scores to find the following values.
63, 74, 67, 76, 77, 71, 68, 66 Find the z-score of the highest score.
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Practice: Use the given set of scores to find the following values.
63, 74, 67, 76, 77, 71, 68, 66 Transform the rest of the scores to z-scores.
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Homework: pp
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If the mean is 83 and the standard deviation is 7, find the z-score for each test score below.
1. 88
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If the mean is 83 and the standard deviation is 7, find the z-score for each test score below.
5. 73
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If the mean of a set of data values is 75 and the standard deviation is 10, find the mean and standard deviation for the data transformed as follows. 9. y = 1/5x - 10
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SAT scores are calculated from z-scores using the transformation SAT = 100z+500.
16. Give the mean score on the SAT.
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SAT scores are calculated from z-scores using the transformation SAT = 100z+500.
17. Give the standard deviation on the SAT.
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SAT scores are calculated from z-scores using the transformation SAT = 100z+500.
18. Give the SAT score of someone who scored 2.5 standard deviations above the mean.
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SAT scores are calculated from z-scores using the transformation SAT = 100z+500.
19. What does an SAT score of 563 mean?
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■ Cumulative Review 26. A line passes through (3, 4) with an angle of inclination of 20°. Write its equation in slope- intercept form.
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■ Cumulative Review 27. State the three Pythagorean identities.
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■ Cumulative Review 28. In class, three quiz scores range from 10 to 20 with a median of Find the mean, midrange, and mode.
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■ Cumulative Review 29. Graph r = cos .
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■ Cumulative Review 30. If sin = , give the other five trig functions in terms of a and b. a b
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