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How much sleep did you get last night? 1. 2. 3. 4. 5. 6. <6 6 7 8 9 >9 29% 29% 14% 14% 14% 0% 1 Copyright © 2008 Pearson Education, Inc. Publishing as Pearson Addison-Wesley 2 3 4 5 6 Slide 1- 1 Sleep and Technology “43 percent of Americans say they rarely or never get a good night’s sleep during the week” “Nearly everyone, 95 percent, use electronics (like TV, computer, or cell phone) within the hour just before bed” “Researchers caution that the use of such devices are particularly harmful to the sleeponset process, since the artificial light can suppress the release of melatonin which is our sleep hormone.” http://www.scientificamerican.com/podcast/episod e.cfm?id=electornic-gadgets-before-bed-can-hCopyright © 2008 Pearson Education, Inc. Publishing as Pearson Addison-Wesley Slide 1- 2 Chapter 23 Inference About Means Copyright © 2008 Pearson Education, Inc. Publishing as Pearson Addison-Wesley A Confidence Interval for Means? (cont.) One-sample t-interval for the mean When the conditions are met, we are ready to find the confidence interval for the population mean, μ. The confidence interval is n 1 where the standard error of the mean is y t SE y s SE y n The critical value tn*1 depends on the particular confidence level, C, that you specify and on the number of degrees of freedom, n – 1, which we get from the sample size. Copyright © 2008 Pearson Education, Inc. Publishing as Pearson Addison-Wesley Slide 1- 4 What About Spread? The Standard Deviation (cont.) The standard deviation, s, is just the square root of the variance and is measured in the same units as the original data. y y 2 s n 1 Copyright © 2008 Pearson Education, Inc. Publishing as Pearson Addison-Wesley Slide 4- 5 HW-11 Problem 5 A nutrition lab test 50 ‘reduced sodium’ hot dogs, finding that the mean sodium content is 318mg with a standard deviation of 36mg. You want to create a 95% confidence interval to test your hypothesis. What assumptions have you made? Are these assumptions correct? Copyright © 2008 Pearson Education, Inc. Publishing as Pearson Addison-Wesley Slide 1- 6 What assumption have we made in this inference? 1. 2. 3. We have assumed that the hot dogs weights are NOT multimodal and that the distribution of the population of hot dog weights does not contain any outliers. We have assumed that the hot dog weights are random and that the distribution of the population of hot dog weights is not biased. We have assumed that the hot dog weights are independent and that the distribution of the population of hot dogs is normal Copyright © 2008 Pearson Education, Inc. Publishing as Pearson Addison-Wesley Slide 1- 7 “A lab tests 50 hot dogs”. Is the randomization condition satisfied? 1. 2. 3. 4. No, because the hot dogs came from the same package No, there is evidence to believe that the hot dogs were not sampled at random Yes, there is definitely evidence to believe that the hot dogs were sampled at random We don’t know that the hot dogs were sampled at random, but it is reasonable to think that they were Copyright © 2008 Pearson Education, Inc. Publishing as Pearson Addison-Wesley Slide 1- 8 Is the 10% condition satisfied? 1. 2. 3. 4. No, 50 hot dogs are more than 10% of all hot dogs. Yes, 50 hot dogs are more than 10% of all hot dogs. No, 50 hot dogs are less than 10% of all hot dogs. Yes, 50 hot dogs are less than 10% of all hot dogs. Copyright © 2008 Pearson Education, Inc. Publishing as Pearson Addison-Wesley Slide 1- 9 Explain clearly what your interval means 1. 2. 3. 4. 95% of the sodium content in this type of ‘reduced sodium’ hot dog will be contained in the interval We are 95% confident that the interval contains the true mean sodium content for this type of hot dog. The interval contains the true mean sodium content in this type of ‘reduce sodium’ hot dogs 95% of the time. 95% of all ‘reduced sodium’ hot dogs will have a mean sodium content that falls within the interval Copyright © 2008 Pearson Education, Inc. Publishing as Pearson Addison-Wesley Slide 1- 10 HW 11 - Problem 7 Students investigating the packaging potato chips purchased 6 bags of chips marked with a net weight of 28.1 grams. They weighed the contents of each bag, recording the weight as follows: 29.2, 28.2, 29.1, 28.5, 28.8, 28.6 Copyright © 2008 Pearson Education, Inc. Publishing as Pearson Addison-Wesley Slide 1- 11 % Is the randomization condition satisfied? 1. 2. 3. We don’t know that the bag of chips were sampled at random, but it is reasonable to think that they were No, the 6 bags were not selected at random, but it is reasonable to think that these bags are representative of the population Yes, there is definitely evidence to believe that the bags of chips were sampled at random. Copyright © 2008 Pearson Education, Inc. Publishing as Pearson Addison-Wesley Slide 1- 12 % Is the 10% condition satisfied? 1. 2. 3. 4. Yes, 6 bags of chips are more than 10% of the populations of all bags of chips Yes, 6 bags of chips are less than 10% of the populations of all bags of chips No, 6 bags of chips are more than 10% of the populations of all bags of chips No, 6 bags of chips are less than 10% of the populations of all bags of chips Copyright © 2008 Pearson Education, Inc. Publishing as Pearson Addison-Wesley Slide 1- 13 Data: 29.2, 28.2, 29.1, 28.5, 28.8, 28.6 Copyright © 2008 Pearson Education, Inc. Publishing as Pearson Addison-Wesley Slide 1- 14 % This data is on the weight of a bag of potato chips. Interpret the 95% CI 1. 2. 3. 4. 95% of all bags of chips will have a mean weight that falls within the interval 95% of the chips will be contained in the interval The interval contains the true mean weight of the contents of a bag of chips 95% of the time We are 95% confident that the interval contains the true mean weight of the contents of a bag of chips. Copyright © 2008 Pearson Education, Inc. Publishing as Pearson Addison-Wesley Slide 1- 15 Comment on the company’s state net weight of 28.1g 1. 2. 3. Since the interval is ABOVE the stated weight of 28.1 grams, there is evidence that the company is filling the bags to MORE than the stated weight, ON AVERGAGE. Since the interval is BELOW the stated weight of 28.1 grams, there is evidence that the company is filling the bags to LESS than the stated weight, ON AVERGAGE. Since the interval CONTAINS the stated weight of 28.1 grams, there is evidence that the company is filling the bags to the stated weight, ON AVERGAGE. Copyright © 2008 Pearson Education, Inc. Publishing as Pearson Addison-Wesley Slide 1- 16 HW11- Problem 10 Copyright © 2008 Pearson Education, Inc. Publishing as Pearson Addison-Wesley Slide 1- 17 Students purchased random bags of cookies from different stores. Is the randomization condition met? 100% 1. 2. Yes No 0% 1 Copyright © 2008 Pearson Education, Inc. Publishing as Pearson Addison-Wesley 2 Slide 1- 18 Students purchased cookies from different stores. Is the independence assumption met? 1. 2. Yes No 91% 9% 1 Copyright © 2008 Pearson Education, Inc. Publishing as Pearson Addison-Wesley 2 Slide 1- 19 Is the 10% condition met? 1. 2. Yes No 100% 0% 1 Copyright © 2008 Pearson Education, Inc. Publishing as Pearson Addison-Wesley 2 Slide 1- 20 Is the data nearly normal? 1. 2. Yes No 100% 0% 1 2 Copyright © 2008 Pearson Education, Inc. Publishing as Pearson Addison-Wesley Slide 1- 21 Data – Create a 95% CI 1022 1142 1120 1269 1276 1228 1202 1317 1325 1491 Copyright © 2008 Pearson Education, Inc. Publishing as Pearson Addison-Wesley Slide 1- 22 The company claims at least 1000 Chips in EVERY bag. What would you conclude? 69% 1. 2. 3. The company’s claim is true The company’s claim is false We cannot test this claim 31% 0% 1 Copyright © 2008 Pearson Education, Inc. Publishing as Pearson Addison-Wesley 2 3 Slide 1- 23 HW 11 - Problem 9 One of the important factors in auto safety is the weight of the vehicle. Insurance companies are interested in knowing the average weight of cars currently licensed. They believe it is 3,000 lbs. (i.e. hypothesize). To test this belief, they checked a random sample of 91 cars and found: Mean weight 2,855lbs. SD 531.5lbs Is this strong evidence that the mean weight of all cars is NOT 3,000lbs.? Copyright © 2008 Pearson Education, Inc. Publishing as Pearson Addison-Wesley Slide 1- 24 % Is this strong evidence that the mean weight of all cars is not 3000lbs? 1. 2. 3. 4. Yes, there is sufficient evidence the mean is different from 3000 No, there is sufficient evidence the mean is different from 3000 Yes, there is NOT sufficient evidence the mean is different from 3000 No, there is NOT sufficient evidence the mean is different from 3000 Copyright © 2008 Pearson Education, Inc. Publishing as Pearson Addison-Wesley Slide 1- 25 HW 11 -Problem 11 Copyright © 2008 Pearson Education, Inc. Publishing as Pearson Addison-Wesley Slide 1- 26 Test the hypothesis that the mean completion time for this maze is 60 sec 1. 2. 3. 4. Reject null, there is sufficient evidence to suggest the mean time is NOT 60 sec. Reject null, there is NOT sufficient evidence to suggest the mean time is NOT 60 sec. Fail to reject null, there is sufficient evidence to suggest the mean time is NOT 60 sec. Fail to reject null, there is NOT sufficient evidence to suggest the mean time is NOT 60 sec. Copyright © 2008 Pearson Education, Inc. Publishing as Pearson Addison-Wesley Slide 1- 27 Eliminate the outlier then, test the hypothesis that the mean completion time for this maze is 60 sec 1. 2. 3. 4. Reject null, there is sufficient evidence to suggest the mean time is NOT 60 sec. Reject null, there is NOT sufficient evidence to suggest the mean time is NOT 60 sec. Fail to reject null, there is sufficient evidence to suggest the mean time is NOT 60 sec. Fail to reject null, there is NOT sufficient evidence to suggest the mean time is NOT 60 sec. Copyright © 2008 Pearson Education, Inc. Publishing as Pearson Addison-Wesley Slide 1- 28 Do you think THIS maze meets the “one-minute average” requirement? There is NOT evidence that the mean time required 0% for rats to complete the maze is different from 60s. The maze meets the requirements. 2. There is evidence that the mean time required for 10%rats to complete the maze is different from 60s. The maze meets the requirements. 3. There is evidence that the mean time required for 90% rats to complete the maze is different from 60s. The maze DOES NOT meet the requirements. 4. 0% There is NOT evidence that the mean time required for rats to complete the maze is different from 60s. The maze DOES NOT meet the requirements. 1. Copyright © 2008 Pearson Education, Inc. Publishing as Pearson Addison-Wesley Slide 1- 29