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7.2 Means and Variances of Random Variables, cont. Exercise 7.37.
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Exercise 7.37 A time and motion study measures the time required for an assembly-line worker to perform a repetitive task. The data show that the time required to bring a part from a bin to its position on an automobile chassis varies from car to car with mean 11 seconds and standard deviation 2 seconds. The time required to attach the part to the chassis varies with mean 20 seconds and standard deviation 4 seconds. What is the mean time required for the entire operation of positioning and attaching the part? If the variation in the worker’s performance is reduced by better training, the standard deviation will decrease. Will this decrease change the mean you found in (a) if the mean times for the two steps remain as before?
Since variance is the average of squared deviations from the mean, multiplying X by a constant b multiplies the variance by square of the constant.Adding a constant a to a random variable changes its mean but does not change its variability
Be aware… standard deviations do not generally add. Use the rules for variance to find combined standard deviations.
Also, notice that the above rule is for independent random variables only. In order to use this rule, you must know that the random variables are independent.
Exercise 7.45 The academic motivation and study habits of female students as a group are better than those of males. The Survey of Study Habits and Attitudes (SSHA) is a psychological test that measures these factors. The distribution of SSHA scores among the women at a college has mean 120 and standard deviation 28, and the distribution of scores among male students has mean 105 and standard deviation 35. You select a single male student and a single female student at random and give them the SSHA test. Explain why it is reasonable to assume that the scores of the two students are independent? What are the mean and standard deviation of the difference (female minus male) between their scores? From the information given, can you find the probability that the woman chosen scores higher than the man? If so, find this probability. If not, explain why you cannot.
Exercise 7.49 A study of working couples measures the income X of the husband and the income Y of the wife in a large number of couples in which both partners are employed. Suppose you knew the means and the variances of both variables in this population. Is it reasonable to take the mean of the total income to be the sum of the means? Explain your answer. Is it reasonable to take the variance of the total income to be the sum of the variances? Explain your answer.
Normal Calculations & Combining Means Any linear combination of independent Normal random variables is also Normally distributed. That is, if X and Y are independent Normal random variables and a and b are any fixed numbers, aX + bY is also Normally distributed. (Basically we can use Normal calculations with combined means and variances as well)