3. correlation and regression
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Statistics, 4th EditionFreedman, Pisani, PurvesTRANSCRIPT
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REVIEW EXERCISES 215
6. (Continues exercise 5.) The couples in the previous exercise are followed for a year. Suppose everyone's income goes up by 10%. Find the new regression line for predicting wife's income from husband's income.
7. A statistician is doing a study on a group of undergraduates. On average, these students drink 4 beers a month, with an SD of 8. They eat 4 pizzas a month, with an SD of 4. There is some positive association between beer and pizza, and the regression equation is13
predicted number of beers = ___ x number of pizzas + 2.
However, the statistician lost the data and forgot the slope of the equation. (Perhaps he had too much beer and pizza.) Can you help him remember the slope? Explain.
8. An investigator wants to use a straight line to predict IQ from lead levels in the blood, for a representative group of children aged 5-9.14 There is a weak positive association in the data. True or false, and explain-
( a) He can use many different lines. (b) He has to use the regression line. (c) Only the regression line has an r.m.s. error. (d) Any line he uses will have an r.m.s. error. (e) Among all lines, the regression line has the smallest r.m.s. error.
9. In a large study (hypothetical) of the relationship between parental income and the IQs of their children, the following results were obtained:
average income ~ $90,000, SD ~ $45,000 average IQ ~ 100, SD ~ 15, r ~ 0.50
For each income group ($0-$9999, $10,000-$19,999, $20,000-$29,999, etc.), the average IQ of children with parental income in that group was calculated and then plotted above the midpoint of the group ($5,000, $15,000, $25,000, etc.). It was found that the points on this graph followed a straight line very closely. The slope of this line (in IQ points per dollar) would be about:
6,000 3,000 1,500 500 1/500 1/1,500 1/3,000 1/6,000 can't say from the information given
Explain briefly.
10. One child in the study referred to in exercise 9 had an IQ of 110, but the information about his parents' income was lost. At $150,000 the height of the line plotted in exercise 9 corresponds to an IQ of 110. Is $150,000 a good estimate for the parents' income? Or is the estimate likely to be too high? too low? Explain.
11. (Hypothetical.) A congressional report is discussing the relationship between income of parents and educational attainment of their daughters. Data are
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