The latest US Census lists the average household size for all households in the
ID: 3238789 • Letter: T
Question
The latest US Census lists the average household size for all households in the US as 2.61. (A household is all people occupying a housing unit as their primary place of residence.) Figure 3.6 shows possible distributions of means for 1000 samples of household sizes. The scale on the horizontal axis is the same in all four cases. (a) Assume that two of the distributions show results from 1000 random samples, while two others show distributions from a sampling method that is biased. Which two dotplots appear to show samples produced using a biased sampling method? Explain your reasoning. Pick one of the distributions that you listed as biased and describe a sampling method that might produce this bias. (b) For the two distributions that appear to show results from random samples, suppose that one comes from 1000 samples of size n = 100 and one comes from 1000 samples of size n = 500. Which distribution goes with which sample size? Explain. The latest US Census lists the average household size for all households in the US as 2.61. (A household is all people occupying a housing unit as their primary place of residence.) Figure 3.6 shows possible distributions of means for 1000 samples of household sizes. The scale on the horizontal axis is the same in all four cases. (a) Assume that two of the distributions show results from 1000 random samples, while two others show distributions from a sampling method that is biased. Which two dotplots appear to show samples produced using a biased sampling method? Explain your reasoning. Pick one of the distributions that you listed as biased and describe a sampling method that might produce this bias. (b) For the two distributions that appear to show results from random samples, suppose that one comes from 1000 samples of size n = 100 and one comes from 1000 samples of size n = 500. Which distribution goes with which sample size? Explain.Explanation / Answer
Solution:
(a) The two distributions centered at the population average are probably unbiased, distributions A and D. The two distributions not centered at the population average (µ = 2.61) are biased, dotplots B and C. The sampling for Distribution B gives an average too high, and has large households overrepresented. The sampling for Distribution C gives an average too low and may have been done in an area with many people living alone.
(b)The larger the sample size the lower the variability, so distribution A goes with samples of size 100, and distribution D goes with samples of size 500.
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