Suppose you were asked to analyze each of the situations described below. (NOTE: DO NOT
DO THESE PROBLEMS!) For each, indicate which inference procedure you would use (from the list), the test statistic (
z,
t, or χ
2 ), and, if
t or χ
2, the number of degrees of freedom.
![](data:image/png;base64, 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)
a. A researcher wonders if meat in the diet may be a factor in high blood pressure. She compares the blood pressures of 40 randomly selected vegetarians, to those of 40 people who eat meat.
b. According to the American Red Cross, 45% of Americans have Type O blood, 40% Type A, 11% Type B, and 4% Type AB. Last week a blood drive at the high school collected 132 pints of blood. If 51 were Type O, 55 Type A, 17 Type B, and 9 were Type AB, was this yield unusual in any way?
c. Among a random sample of college-age drivers 5% of the 576 men said they had been ticketed for speeding during the past year, compared to only 3% of the 552 women. Does this indicate a significant difference between college males and females in terms of being ticketed for speeding?
d. Who is paid more in New York State - teachers or policemen? We select a random sample of 25 New York cities and find the starting salaries of teachers and policemen in each.
e. Researchers offer small cookies to nine nursery school children and record the number of cookies consumed by each. Forty-five minutes later they observe these children during recess, and rate each child for hyperactivity on a scale from 1 - 20. Is there any evidence that sugar contributes to hyperactivity in children?
f. 22 people complaining of indigestion take an antacid. They report that their discomfort subsided in an average of 13 minutes; the standard deviation was 4 minutes. The manufacturer wants a 95% confidence interval for the "relief time."
g. A sports fan selected a random sample of 100 games from each of the NBA, the NFL, the NHL, and Major League Baseball to see if overtimes (or extra innings) are equally likely to occur in all four sports.
h. A teacher believes that no more than 10% of high school students ever cheat on an exam, but a confidential survey found that 14 of 88 randomly selected students admitted having cheated at least once. Is this strong evidence that the teacher was wrong?