Lesson 10 – Homework 10 Notes: You may use Minitab when appropriate and include the Minitab output in your homework. To place Minitab output into your homework, highlight the portion of the Minitab printout you want, copy that to the clipboard, and then paste it into the document. Remember to check for the assumptions before you determine what procedure to use. If there is no complete data, but only summary statistic, just mention what to check. Show your work to get full credit. In this homework, one important issue is to identify whether to use 2-sample t-procedure or to use paired t-procedure. See sample problems to make the distinction. In addition, you should check whether to use pooled t or separate variances t if 2-sample t is appropriate. Homework problems (submit to Dropbox for HW 10 by its due day) 1. (15 pts; 5pts each) A firm has a generous but rather complicated policy concerning end of the year bonuses for its lower level managerial personnel. The policy’s key factor is a subjective judgment of “contributions to corporate goals”. A personnel officer took samples of 27 female and 33 male managers to see whether there was any difference in bonuses, expressed as a percentage of yearly salary. The data are listed here: female male 9.2 7.7 11.9 6.2 9 8.4 6.9 7.6 7.4 8 9.9 6.7 8.4 9.3 9.1 8.7 9.2 9.1 8.4 9.6 7.7 9 9 8.4 9.2 9.9 9 10.4 8.9 11.7 12 8.7 9.4 9.8 9 9.2 9.7 9.1 8.8 7.9 9.9 10 10.1 9 11.4 8.7 9.6 9.2 9.7 8.9 9.2 9.4 9.7 8.9 9.3 10.4 11.9 9 12 9.6 a) Use Minitab to find the value of the pooled variance t statistic (the usual t test based on equal variance assumption). b) Use Minitab to find the value of the t’ (separate variances t ) statistic. c) Use both statistics to test the research hypothesis of unequal means at =.01 and at =.001. (Use p-value from the Minitab output.) For this data set, does the conclusion depend on which statistic is used? 2. (16 pts; 4pts each) A study was designed to measure the effect of learning environment on academic achievement of 12 year-old students. Because genetic differences may also contribute to academic achievement the researcher wanted to control for this factor. Thirty sets of identical twins at age 12 were identified, with one twin placed in a class in which academics were emphasized and the other twin placed in a class in which academics were not emphasized. After one semester, the grades (based on 100 points) of the 60 students were collected and shown here: Academic 78 75 68 92 55 74 65 80 98 52 67 55 89 76 75 90 89 73 61 76 81 89 82 70 68 74 85 87 95 78 Non-Academic 71 70 66 85 60 72 57 75 92 56 63 52 84 67 74 88 80 65 60 74 76 78 78 62 73 73 75 88 94 75 Paired T-Test and CI: Academic, Non-Academic Two-Sample T-Test and CI: Academic, Non-Academic a) Use the Minitab output above to evaluate whether there is a difference in the mean final grade between the students in an academically oriented learning environment and those in a non-academically oriented environment. b) Estimate the size of the difference in the mean final grades of the students in academically and nonacademic learning environments. That is, provide a 95% confidence interval for the difference. c) Do the conditions for using the t procedures appear to be satisfied for these data? d) Does it appear that using twins for this study to control for variation in final scores was effective as compared to just taking a random sample of 30 students in both types of home environments? Justify your answer. 3. (16 pts; 4pts each) In an environmental impact study for a new airport, the noise level of various jets was measured just seconds after their wheels left the ground. The jets were either wide-bodied or narrow-bodied. The noise levels in decibels (dB) are recorded here for 15 wide-bodied jets and 12 narrow-bodied jets. WideBodied 109 107 105 117 105 114 122 109 108 106 105 110 111 NarrowBodied 111 112 131 127 114 127 108 122 107 116 115 112 124 116 a) Do these two types of jets have different mean noise levels? Report the p-value of the test statistic. b) Estimate the size of the difference in mean noise level between the two types of jets using a 98% confidence interval. c) Use the confidence interval in b) to draw conclusion about whether the two types of jets have different mean noise levels at =.02. d) Is the difference of practical significance? Explain your point of view. 4. (15 pts; 5pts each) All persons running for public office must report the amount of money spent during their campaign. Political scientists have contended that female candidates generally find it difficult to raise money and therefore spend less in their campaign than male candidates. Suppose the accompanying data represent the campaign expenditures of a randomly selected group of male and female candidates for the state legislature. Do the data support the claim that female candidates generally spend less in their campaigns for public office than male candidates? Female Male 169 206 257 294 252 283 240 207 230 183 298 269 256 277 300 126 318 184 252 305 289 334 278 268 336 438 388 388 394 394 425 386 356 342 305 365 355 312 209 458 a) State the null and alternative hypotheses. Draw the appropriate graph in Minitab to find out whether you can use t-procedure to analyze the data. b) Perform the appropriate t procedure by Minitab. Draw a conclusion at =.02. c) Estimate the size of difference in campaign expenditures for female and male candidates by a 98% confidence interval. Hand compute the t-interval by formula using mean values and standard deviations that are given by the results from the ttest. 5. (15 pts; 5 pts each) The costs of major surgery vary substantially from one state to another due to differences in hospital fees, malpractice insurance cost, doctors’ fees and rent. A study of hysterectomy costs was done in California and Montana. Based on a random sample of 200 patient records from each state, the sample statistics shown here were obtained. State n Sample Mean Montana California 200 200 $7,458 $12,690 Sample Standard Deviation $320 $890 a) Is there significant evidence that California has a higher mean hysterectomy cost than Montana? Can you use a two-sample t-test for this problem? Explain. b) Estimate the difference in the mean costs of the two states using a 95% confidence interval. c) Justify your choice between using the pooled t-test and the separate variance t-test in part (a). 6. (15 pts) Current Population Reports presents data on the ages of married people. Ten married couples are randomly selected and have the ages shown here: Husband 54 21 32 78 70 33 68 35 54 52 Wife 53 22 33 74 64 35 67 30 45 48 Do the data suggest that the mean age of married men is greater than the mean age of married women? Perform the test at 5% significance level using both 2-sample t-test and paired t-test. Do the two test results agree? Explain which test is more appropriate? 7. (8 pts) For the research question in the above problem, if we want to conduct a survey so that we can have a power of 0.8 to detect a difference of one year at 2% level of significance, how many married couples should we sample? You may use Minitab “Power and sample size” to find the sample size. Use the data given in the above problem to estimate for standard deviation. (Be careful about whether it is a one tailed or two tailed alternative).