1. Do Now Identify the w’s and specify each variable as categorical or quantitative. Scientists at a major pharmaceutical firm conducted an experiment to study the effectiveness of an herbal compound to treat the common cold. They exposed each patient to a cold virus, then gave them either the herbal compound or a sugar solution known to have no effects on colds. Several days later they assessed each patient’s condition by, using a cold severity scale ranging from 0 to 5, taking the patients temperature and blood pressure.

2. Section 2.3 Measures of Central Tendency 2 of 149 © 2012 Pearson Education, Inc. All rights reserved.

3. Section 2.3 Objectives Determine the mean, median, and mode of a population and of a sample Determine the weighted mean of a data set and the mean of a frequency distribution Describe the shape of a distribution as symmetric, uniform, or skewed and compare the mean and median for each 3 of 149 © 2012 Pearson Education, Inc. All rights reserved.

4. Data Sets Population (N) The collection of all outcomes, responses, measurements, or counts that are of interest. Sample (n) A subset of the population. © 2012 Pearson Education, Inc. All rights reserved. 4 of 61

5. Example: Identifying Data Sets In a recent survey, 1500 adults in the United States were asked if they thought there was solid evidence for global warming. Eight hundred fifty-five of the adults said yes. Identify the population and the sample. Describe the data set. (Adapted from: Pew Research Center) © 2012 Pearson Education, Inc. All rights reserved. 5 of 61

6. Solution: Identifying Data Sets The population consists of the responses of all adults in the U.S. The sample consists of the responses of the 1500 adults in the U.S. in the survey. The sample is a subset of the responses of all adults in the U.S. The data set consists of 855 yes’s and 645 no’s. © 2012 Pearson Education, Inc. All rights reserved. 6 of 61

7. More Examples Determine whether the data set is a population or a sample. 1) The height of each player on a school’s basketball team. 2) A survey of 500 spectators from a stadium with 42,000 spectators. 3) The annual salary of each pharmacist at a pharmacy. 4) The age of every third person entering a clothing store.

8. Measures of Central Tendency Measure of central tendency A value that represents a typical, or central, entry of a data set. Most common measures of central tendency: Mean Median Mode 8 of 149 © 2012 Pearson Education, Inc. All rights reserved.

9. Measure of Central Tendency: Mean Mean (average) The sum of all the data entries divided by the number of entries. Sigma notation: Σx = add all of the data entries (x) in the data set. Population mean: Sample mean: 9 of 149 © 2012 Pearson Education, Inc. All rights reserved.

10. Example: Finding a Sample Mean The prices (in dollars) for a sample of round-trip flights from Chicago, Illinois to Cancun, Mexico are listed. What is the mean price of the flights? 872 432 397 427 388 782 397 10 of 149 © 2012 Pearson Education, Inc. All rights reserved.

11. Solution: Finding a Sample Mean 872 432 397 427 388 782 397 The sum of the flight prices is Σx = 872 + 432 + 397 + 427 + 388 + 782 + 397 = 3695 To find the mean price, divide the sum of the prices by the number of prices in the sample The mean price of the flights is about $527.90. 11 of 149 © 2012 Pearson Education, Inc. All rights reserved.

12. Your turn Heights of players 7478818781807780 85788083758173

13. Measure of Central Tendency: Median Median The value that lies in the middle of the data when the data set is ordered. Measures the center of an ordered data set by dividing it into two equal parts. If the data set has an odd number of entries: median is the middle data entry. even number of entries: median is the mean of the two middle data entries. 13 of 149 © 2012 Pearson Education, Inc. All rights reserved.

14. Example: Finding the Median The prices (in dollars) for a sample of roundtrip flights from Chicago, Illinois to Cancun, Mexico are listed. Find the median of the flight prices. 872 432 397 427 388 782 397 14 of 149 © 2012 Pearson Education, Inc. All rights reserved.

15. Solution: Finding the Median 872 432 397 427 388 782 397 First order the data. 388 397 397 427 432 782 872 There are seven entries (an odd number), the median is the middle, or fourth, data entry. The median price of the flights is $427. 15 of 149 © 2012 Pearson Education, Inc. All rights reserved.

16. Example: Finding the Median The flight priced at $432 is no longer available. What is the median price of the remaining flights? 872 397 427 388 782 397 16 of 149 © 2012 Pearson Education, Inc. All rights reserved.

17. Solution: Finding the Median 872 397 427 388 782 397 First order the data. 388 397 397 427 782 872 There are six entries (an even number), the median is the mean of the two middle entries. The median price of the flights is $412. 17 of 149 © 2012 Pearson Education, Inc. All rights reserved.

18. Measure of Central Tendency: Mode Mode The data entry that occurs with the greatest frequency. A data set can have one mode, more than one mode, or no mode. If no entry is repeated the data set has no mode. If two entries occur with the same greatest frequency, each entry is a mode (bimodal). 18 of 149 © 2012 Pearson Education, Inc. All rights reserved.

19. Example: Finding the Mode The prices (in dollars) for a sample of roundtrip flights from Chicago, Illinois to Cancun, Mexico are listed. Find the mode of the flight prices. 872 432 397 427 388 782 397 19 of 149 © 2012 Pearson Education, Inc. All rights reserved.

20. Solution: Finding the Mode 872 432 397 427 388 782 397 Ordering the data helps to find the mode. 388 397 397 427 432 782 872 The entry of 397 occurs twice, whereas the other data entries occur only once. The mode of the flight prices is $397. 20 of 149 © 2012 Pearson Education, Inc. All rights reserved.

21. Example: Finding the Mode At a political debate a sample of audience members was asked to name the political party to which they belong. Their responses are shown in the table. What is the mode of the responses? Political PartyFrequency, f Democrat34 Republican56 Other21 Did not respond9 21 of 149 © 2012 Pearson Education, Inc. All rights reserved.

22. Solution: Finding the Mode Political PartyFrequency, f Democrat34 Republican56 Other21 Did not respond9 The mode is Republican (the response occurring with the greatest frequency). In this sample there were more Republicans than people of any other single affiliation. 22 of 149 © 2012 Pearson Education, Inc. All rights reserved.

23. Comparing the Mean, Median, and Mode All three measures describe a typical entry of a data set. Advantage of using the mean: The mean is a reliable measure because it takes into account every entry of a data set. Disadvantage of using the mean: Greatly affected by outliers (a data entry that is far removed from the other entries in the data set). 23 of 149 © 2012 Pearson Education, Inc. All rights reserved.

24. Example: Comparing the Mean, Median, and Mode Your turn: Find the mean, median, and mode of the sample ages of a class shown. Which measure of central tendency best describes a typical entry of this data set? Are there any outliers? Ages in a class 20 21 22 23 24 65 24 of 149 © 2012 Pearson Education, Inc. All rights reserved.

25. Solution: Comparing the Mean, Median, and Mode Mean: Median: 20 years (the entry occurring with the greatest frequency) Ages in a class 20 21 22 23 24 65 Mode: 25 of 149 © 2012 Pearson Education, Inc. All rights reserved.

26. Solution: Comparing the Mean, Median, and Mode Mean ≈ 23.8 years Median = 21.5 years Mode = 20 years The mean takes every entry into account, but is influenced by the outlier of 65. The median also takes every entry into account, and it is not affected by the outlier. In this case the mode exists, but it doesn't appear to represent a typical entry. 26 of 149 © 2012 Pearson Education, Inc. All rights reserved.

27. Solution: Comparing the Mean, Median, and Mode Sometimes a graphical comparison can help you decide which measure of central tendency best represents a data set. In this case, it appears that the median best describes the data set. 27 of 149 © 2012 Pearson Education, Inc. All rights reserved.

28. Do Now Construct a Frequency Polygon from the Frequency Distribution: ClassFrequency, ƒ 52-553 56-593 60-639 64-674 68-714 72-751

29. Weighted Mean The mean of a data set whose entries have varying weights. where w is the weight of each entry x 29 of 149 © 2012 Pearson Education, Inc. All rights reserved.

30. Example: Finding a Weighted Mean You are taking a class in which your grade is determined from five sources: 50% from your test mean, 15% from your midterm, 20% from your final exam, 10% from your computer lab work, and 5% from your homework. Your scores are 86 (test mean), 96 (midterm), 82 (final exam), 98 (computer lab), and 100 (homework). What is the weighted mean of your scores? If the minimum average for an A is 90, did you get an A? 30 of 149 © 2012 Pearson Education, Inc. All rights reserved.

31. Solution: Finding a Weighted Mean SourceScore, xWeight, wx∙w Test Mean860.5086(0.50)= 43.0 Midterm960.1596(0.15) = 14.4 Final Exam820.2082(0.20) = 16.4 Computer Lab980.1098(0.10) = 9.8 Homework1000.05100(0.05) = 5.0 Σw = 1Σ(x∙w) = 88.6 Your weighted mean for the course is 88.6. You did not get an A. 31 of 149 © 2012 Pearson Education, Inc. All rights reserved.

32. Example 2 Find the weighted mean. Salaries The average starting salaries ( by degree attained) for 25 employees at a company are given. What is the mean starting salary for these employees. 8 with MBAs: $92,50017 with BAs in business: $68,000 Education levelSalary, xWeight, wxw MBA$92,5008/25 = 0.32(92,500)(0.32)= 29,600 BA in Business$68,00017/25 = 0.68(68,000)(0.68) = 46,240

33. Your turn SourceScore, xWeight, wxw Homework920.109.2 Formative780.2015.6 Summative860.7060.2 Σw = 1Σ (xw) = 85.0

34. Mean of Grouped Data Mean of a Frequency Distribution Approximated by where x and f are the midpoints and frequencies of a class, respectively 34 of 149 © 2012 Pearson Education, Inc. All rights reserved.

35. Finding the Mean of a Frequency Distribution In Words In Symbols 1.Find the midpoint of each class. 2.Find the sum of the products of the midpoints and the frequencies. 3.Find the sum of the frequencies. 4.Find the mean of the frequency distribution. 35 of 149 © 2012 Pearson Education, Inc. All rights reserved.

36. Example: Find the Mean of a Frequency Distribution Use the frequency distribution to approximate the mean number of minutes that a sample of Internet subscribers spent online during their most recent session. ClassMidpointFrequency, f 7 – 1812.56 19 – 3024.510 31 – 4236.513 43 – 5448.58 55 – 6660.55 67 – 7872.56 79 – 9084.52 36 of 149 © 2012 Pearson Education, Inc. All rights reserved.

37. Solution: Find the Mean of a Frequency Distribution ClassMidpoint, xFrequency, f(x∙f) 7 – 1812.5612.5∙6 = 75.0 19 – 3024.51024.5∙10 = 245.0 31 – 4236.51336.5∙13 = 474.5 43 – 5448.5848.5∙8 = 388.0 55 – 6660.5560.5∙5 = 302.5 67 – 7872.5672.5∙6 = 435.0 79 – 9084.5284.5∙2 = 169.0 n = 50Σ(x∙f) = 2089.0 37 of 149 © 2012 Pearson Education, Inc. All rights reserved.

38. Your turn Use the frequency distribution to approximate the mean age of the 50 richest people. A) Find the midpoint of each class B) Find the sum of the products of each midpoint and corresponding frequency. C) Find the sum of the frequencies. D) Find the mean of the frequency distribution.

39. Solution N

40. The Shape of Distributions Symmetric Distribution A vertical line can be drawn through the middle of a graph of the distribution and the resulting halves are approximately mirror images. 40 of 149 © 2012 Pearson Education, Inc. All rights reserved.

41. The Shape of Distributions Uniform Distribution (rectangular) All entries or classes in the distribution have equal or approximately equal frequencies. Symmetric. 41 of 149 © 2012 Pearson Education, Inc. All rights reserved.

42. The Shape of Distributions Skewed Left Distribution (negatively skewed) The “tail” of the graph elongates more to the left. The mean is to the left of the median. 42 of 149 © 2012 Pearson Education, Inc. All rights reserved.

43. The Shape of Distributions Skewed Right Distribution (positively skewed) The “tail” of the graph elongates more to the right. The mean is to the right of the median. 43 of 149 © 2012 Pearson Education, Inc. All rights reserved.

44. Section 2.3 Summary Determined the mean, median, and mode of a population and of a sample Determined the weighted mean of a data set and the mean of a frequency distribution Described the shape of a distribution as symmetric, uniform, or skewed and compared the mean and median for each 44 of 149 © 2012 Pearson Education, Inc. All rights reserved.