Standard Deviation

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Carnegie Mellon University *

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607

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Statistics

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Jan 9, 2024

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Standard Deviation and Normal Distribution For questions in the Quantitative Comparison format (“Quantity A” and “Quantity B” given), the answer choices are always as follows: (A) Quantity A is greater. (B) Quantity B is greater. (C) The two quantities are equal. (D) The relationship cannot be determined from the information given. Where answer choices do not appear on Quantitative Comparison questions in this book, you should choose A, B, C or D based on the above. For questions followed by a numeric entry box | l, you are to enter your own answer in the box. For questions followed by a fraction-style numeric entry box , you are to enter your answer in the form of a fraction. You are not required to reduce fractions. For example, if the answer is —, you may enter or any equivalent fraction. All numbers used are real numbers. All figures are assumed to lie in a plane unless otherwise indicated. Geometric figures are not necessarily drawn to scale. You should assume, however, that lines that appear to be straight are actually straight, points on a line are in the order shown, and all geometric objects are in the relative positions shown. Coordinate systems, such as xy-planes and number lines, as well as graphical data presentations, such as bar charts, circle graphs, and line graphs, are drawn to scale. A symbol that appears more than once in a question has the same meaning throughout the question. 1. SetS: {5, 10, 15} If the number 15 were removed from set S and replaced with the number 1,000, which of the following values would change? Indicate all such values. ] The mean of the set ] The median of the set ] The standard deviation of the set
Dataset W: -9, -3, 3,9 Dataset X: 2, 4, 6, 8 Dataset Y: 100, 101, 102, 103 Dataset 2. 7,7, 7, 7 2. Which of the following choices lists the four datasets above in order from least standard deviation to greatest standard deviation? A) W,X,Y,Z B) W,V X, Z C) W,X,Z Y D) ZYrX W E) Z,X Y, W Set N is a set of x distinct positive integers where x > 2. Quantity B Quantity A The standard deviation of set N if The standard deviation of set N every number in the set were 3. multiplied by —3 The 75th percentile on a test corresponded to a score of 700, while the 25th percentile corresponded to a score of 450. Quantity A Quantity B 4. A 95th percentile score 800 A species of insect has an average mass of 5.2 grams and a standard deviation of 0.6 grams. The mass of the insects follows a normal distribution. S. Quantity A Quantity B The percent of the insects that The percent of the insects that
have a mass between 5.2 and 5.8 have a mass between 4.9 and 5.5 grams grams The lengths of a certain population of earthworms are normally distributed with a mean length of 30 centimeters and a standard deviation of 3 centimeters. One of the worms is picked at random. Quantity A Quantity B The probability that the worm is =~ The probability that the worm is between 24 and 30 centimeters, between 27 and 33 centimeters, 6. inclusive inclusive Home values among the 8,000 homeowners of Town X are normally distributed, with a standard deviation of $11,000 and a mean of $90,000. Quantity A The number of homeowners in Quantity B Town X whose home value is 300 7. greater than $112,000 Exam grades among the students in Ms. Harshman’s class are normally distributed, and the 50th percentile is equal to a score of 77. Quantity A Quantity B The number of students who The number of students who 8. scored less than 80 on the exam scored greater than 74 on the exam 9. The length of bolts made in factory Z is normally distributed, with a mean length of 0.1630 meters and a standard deviation of 0.0084 meters. The probability that a randomly selected bolt is between 0.1546 meters and 0.1756 meters long is between
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(A) (B) ©) (D) (E) 54% and 61% 61% and 68% 68% and 75% 75% and 82% 82% and 89% 10. Which of the following sets of data applies to this box-and-whisker plot? (A) (B) ©) (D) (E) Ul el eele— O = ——————d —4,-4,-2,0,0,5 —4,1,1,3,4,4 —4,-4,-3,1,5 -5,3,4,5 —4,4,-2,-2,0,0,0,5 11. If a set of data consists of only the first ten positive multiples of 5, what is the interquartile range of the set? (A) (B) ©) (D) (E) 15 25 27.5 40 45 12. On a given math test with a maximum possible score of 100 points, the vast majority of the 149 students in a class scored either a perfect score or a zero, with only one student scoring within 5 points of the mean. Which of the following logically follows about dataset 7, made up of the SCOrcsS on the test?
Indicate all such statements. [ Dataset 7T'is not normally distributed. [ The range of dataset 7 would be significantly smaller if the scores had been more evenly distributed. L] The mean of dataset T is not equal to the median. Jane scored in the 68th percentile on a test, and John scored in the 32nd percentile. Quantity A Quantity B The proportion of the class that ~ The proportion of the class that received a score less than John’s scored equal to or greater than 13. score Jane’s score In a class with 20 students, a test was administered and was scored only in whole numbers from 0 to 10. At least 1 student got every possible score, and the average score was 7. Quantity A The lowest score that could have Quantity B been received by more than 1 4 14. student A test 1s scored out of 100 and the scores are divided into five quintile groups. Students are not told their scores, but only their quintile group. Quantity A , Quantity B The scores of two students in the _ o The score of a student in the top bottom quintile group, chosen at o quintile group, chosen at random. 15. random and added together
16. In a set of 10 million numbers, one percentile would represent what percent of the total number of terms? (A) 1,000,000 (B) 100,000 (C) 10,000 (D) 100 (E) 1 17. What is the range of the dataset of numbers comprised entirely of {1, 6, x, 17, 20, y} if all terms in the dataset are positive integers and xy = 18? (A) 16 B) 17 (C) 18 (D) 19 (E) It cannot be determined from the information given. 18. On a particular test whose scores are distributed normally, the 2nd percentile 1s 1,720, while the 84th percentile 1s 1,990. What score, rounded to the nearest 10, most closely corresponds to the 16th percentile? (A) 1,750 (B) 1,770 (©) 1,790 (D) 1,810 (E) 1,830 A dataset contains at least two different integers. Quantity B Quantity A . : The interquartile range of the The range of the dataset 19. dataset
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Some rock samples are weighed, and their weights are determined to be normally distributed. One standard deviation below the mean is 250 grams and one standard deviation above the mean is 420 grams. Quantity A Quantity B 20. The median weight, in grams 335 grams | | | | | | | | | [ | [ } 1 500 600 The graph represents the normally distributed scores on a test. The shaded area represents approximately 68% of the scores. Quantity A Quantity B 21. The mean score on the test 550 22. A
A and B are graphical representations of normally distributed random variables X and Y, respectively, with relative positions, shapes, and sizes as shown. Which of the following must be true? Indicate all such statements. [ ¥ has a greater standard deviation than X. [ The probability that Y falls within 2 standard deviations of its mean is greater than the probability that X falls within 2 standard deviations of its mean. [ Y has a greater mean than X. 23. The outcome of a standardized test is an integer between 151 and 200, inclusive. The percentiles of 400 test scores are calculated, and the scores are divided into corresponding percentile groups. Quantity A .. : Quantity B The minimum number of integers . ) The minimum number of between 151 and 200, inclusive, , percentile groups that correspond that include more than one _ to a score of 200 percentile group
24. Which of the following would the data pattern shown above best describe? (A) The number of grams of sugar in a selection of drinks is normally distributed. (B) A number of male high school principals and a larger number of female high school principals have normally distributed salaries, distributed around the same mean. (C) A number of students have normally distributed heights and a smaller number of taller, adult teachers also have normally distributed heights. (D) The salary distribution for biologists skews to the left of the median. (E) The maximum-weight bench presses for a number of male athletes are normally distributed and the maximum-weight bench presses for a smaller number of female athletes are also normally distributed, although around a smaller mean. $70,000 $100,000 25. A number of scientists’ salaries were reported; physicists’ salaries clustered around a mean of $100,000 and biologists’ clustered around a mean of $70,000. Which of the following statements could be true, according to the graph above? Indicate all such statements. ] Some biologists earn more than some physicists.
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[ Both biologists’ and physicists’ salaries are normally distributed. [ The range of salaries is greater than $150,000. Town X TownY 26. The graph on the left above represents the number of family members per family in Town X, while the graph on the right above represents the number of family members per family in Town Y. The median family size for Town X is equal to the median family size for Town Y. The horizontal and vertical dimensions of the boxes above are identical and correspond to the same measurements. Which of the following statements must be true? Indicate all such statements. L] The range of family sizes measured as the number of family members is larger in Town X than in Town Y. L] Families in Town Y are more likely to have sizes within 1 family member of the mean than are families in Town X. L] The data for Town X has a larger standard deviation than the data for Town Y. T 27. The box-and-whisker plot shown above could be a representation of which of the following sets? (A) —2,0,2,4 B) 3,3,3,3,3,3 (©) 1,25, 100
(D) 2,4,8,16,32 (E) 1,13,14,17 28. Which of the following statements must be true about the data described by the box-and-whisker plot above? Indicate all such statements. ] The median of the whole set is closer to the median of the lower half of the data than it is to the median of the upper half of the data. [ The data is normally distributed. [ The set has a standard deviation greater than zero. 29. The earthworms in sample A have an average length of 2.4 inches, and the earthworms in sample B have an average length of 3.8 inches. The average length of the earthworms in the combined samples is 3.0 inches. Which of the following must be true? Indicate all such statements. [ There are more earthworms in sample A than in sample B. [ The median length of the earthworms is 3.2 inches. [ The range of lengths of the earthworms is 1.4.