Survey
* Your assessment is very important for improving the workof artificial intelligence, which forms the content of this project
* Your assessment is very important for improving the workof artificial intelligence, which forms the content of this project
Statistics: Chapter 5.1, 5.2, 5.3 ATE: Probability: What Are the Chances? Alternate Activities and Examples [Page 203] Alternate Example: AP Statistics Scores Randomly select a student who took the 2010 AP Statistics exam and record the student’s score. Here is the probability model: Score 1 2 3 4 5 Probability 0.223 0.183 0.235 0.224 0.125 Problem: (a) Show that this is a legitimate probability model. (b) Find the probability that the chosen student scored 3 or better. Solution: [Page 220] Alternate Example: Who Owns a Home? What is the relationship between educational achievement and home ownership? A random sample of 500 people who participated in the 2000 census was chosen. Each member of the sample was identified as a high school graduate (or not) and as a home owner (or not). The twoway table displays the data. High School Graduate Homeowner Not a Homeowner Total 221 89 310 Not a High School Graduate 119 71 190 Total 340 160 500 Problem: Suppose we choose a member of the sample at random. Find the probability that the member (a) is a high school graduate (b) is a high school graduate and owns a home (c) is a high school graduate or owns a home Solution: We will define event A as being a high school graduate and event B as being a homeowner. The Practice of Statistics for AP*, 4/e © BFW Publishers 2011 [Page 220] Alternate Example: Who Owns a Home? Here is the two-way table summarizing the relationship between educational status and home ownership from the previous example: High School Graduate Homeowner Not a Homeowner Total 221 89 310 Not a High School Graduate 119 71 190 Total 340 160 500 The four distinct regions in the Venn diagram below correspond to the four non-total cells in the two-way table as follows: (fill in the counts below and in the Venn diagram) Region in Venn Diagram In the intersection of two circles Inside circle A, outside circle B Inside circle B, outside circle A Outside both circles A The Practice of Statistics for AP*, 4/e In Words HS grad and owns home HS grad and doesn’t own home Not HS grad but owns home Not HS grad and doesn’t own home In Symbols A B A Bc Ac B Ac Bc B © BFW Publishers 2011 Count [Page 220] Alternate Example: Phone Usage According to the National Center for Health Statistics, (http://www.cdc.gov/nchs/data/nhis/earlyrelease/wireless200905_tables.htm#T1), in December 2008, 78% of US households had a traditional landline telephone, 80% of households had cell phones, and 60% had both. Suppose we randomly selected a household in December 2008. Problem: (a) Make a two-way table that displays the sample space of this chance process. (b) Construct a Venn diagram to represent the outcomes of this chance process. (c) Find the probability that the household has at least one of the two types of phones. (d) Find the probability the household has a cell phone only. Solution: We will define events A: has a landline and B: has a cell phone. (a) Cell Phone No Cell Phone Total Landline No Landline Total (b) A: Landline B: Cell phone (c) (d) The Practice of Statistics for AP*, 4/e © BFW Publishers 2011 5.3 Alternate Examples [Page 226] Alternate Example: Who Owns a Home? High School Graduate Homeowner Not a Homeowner Total 221 89 310 Not a High School Graduate 119 71 190 Total 340 160 500 1. If we know that a person owns a home, what is the probability that the person is a high school graduate? 2. If we know that a person is a high school graduate, what is the probability that the person owns a home? [Page 228] Alternate Example: Who Owns a Home? The events of interest in this scenario were A: is a high school graduate and B: owns a home. We already learned that P(B) = 340/500 = 68% and that P(B | A) = 221/310 = 71.2%. That is, we know that a randomly selected member of the sample has a 68% probability of owning a home. However, if we know that the randomly selected member is a high school graduate, the probability of owning a home increases to 71.2%. The Practice of Statistics for AP*, 4/e © BFW Publishers 2011 [Page 228] Alternate Example: Allergies Is there a relationship between gender and having allergies? To find out, we used the random sampler at the United States Census at School website (www.amstat.org/censusatschool) to randomly select 40 US high school students who completed a survey. The two-way table shows the gender of each student and whether the student has allergies. Female Male Total Allergies 10 8 18 No Allergies 13 9 22 Total 23 17 40 Problem: Are the events “female” and “allergies” independent? Justify your answer. Solution: [Page 230] Alternate Example: Picking Two Sneezers In the previous alternate example, we used a two-way table that classified 40 students according to their gender and whether they had allergies. Here is the table again. Female Male Total Allergies 10 8 18 No Allergies 13 9 22 Total 23 17 40 Problem: Suppose we chose 2 students at random. (a) Draw a tree diagram that shows the sample space for this chance process. (b) Find the probability that both students suffer from allergies. Solution: The Practice of Statistics for AP*, 4/e © BFW Publishers 2011 [Page 230] Alternate Example: Playing in the NCAA About 55% of high school students participate in a school athletic team at some level and about 5% of these athletes go on to play on a college team in the NCAA. (http://www.washingtonpost.com/wp-dyn/content/article/2009/09/23/AR2009092301947.html, http://www.collegesportsscholarships.com/percentage-high-school-athletes-ncaa-college.htm) Problem: What percent of high school students play a sport in high school and go on to play a sport in the NCAA? Solution: We know P(high school sport) = 0.55 and P(NCAA sport | high school sport) = 0.05, so [Page 235] Ex 5.28 Alternate Example: Perfect Games In baseball, a perfect game is when a pitcher doesn’t allow any hitters to reach base in all nine innings. Historically, pitchers throw a perfect inning—an inning where no hitters reach base— about 40% of the time (http://www.baseballprospectus.com/article.php?articleid=11110). So, to throw a perfect game, a pitcher needs to have nine perfect innings in a row. Problem: What is the probability that a pitcher throws nine perfect innings in a row, assuming the pitcher’s performance in an inning is independent of his performance in other innings? Solution The Practice of Statistics for AP*, 4/e © BFW Publishers 2011 [Page 235] Ex 5.29 Alternate Example: First Trimester Screen The First Trimester Screen is a non-invasive test given during the first trimester of pregnancy to determine if there are specific chromosomal abnormalities in the fetus. According to a study published in the New England Journal of Medicine in November 2005 (http://www.americanpregnancy.org/prenataltesting/firstscreen.html), approximately 5% of normal pregnancies will receive a positive result. Among 100 women with normal pregnancies, what is the probability that there will be at least one false positive? [Page 229] Alternate Example: Phone Usage In an alternate example in section 5.2, we classified US households according to the types of phones they used. Cell Phone No Cell Phone Total Landline 0.60 0.18 0.78 No Landline 0.20 0.02 0.22 Total 0.80 0.20 1.00 Problem: What is the probability that a randomly selected household with a landline also has a cell phone? Solution: The Practice of Statistics for AP*, 4/e © BFW Publishers 2011 [Page ] Alternate Example: False Positives and Drug Testing Many employers require prospective employees to take a drug test. A positive result on this test indicates that the prospective employee uses illegal drugs. However, not all people who test positive actually use drugs. Suppose that 4% of prospective employees use drugs, the false positive rate is 5% and the false negative rate is 10%. (http://www.cbsnews.com/stories/2010/06/01/health/webmd/main6537635.shtml) Problem: What percent of people who test positive actually use illegal drugs? Solution: The tree diagram summarizes this situation. . The Practice of Statistics for AP*, 4/e © BFW Publishers 2011