In: Statistics and Probability
[Red Cross Red Shield] The distribution of the amount paid in health claims by Red Cross Red Shield (RCRS), a medical insurance company, on individual health insurance plans for college students has mean $500, median $400, and standard deviation $550.
Consider the variation of the amount paid of a sample of 40 plan members. Do you think that the standard deviation of the sample mean of participants (Stdev[ ]) is smaller than, larger than, or equal to the standard deviation of individual annual amount paid? Why?
a. |
Stdev[ ] should be larger than the standard deviation of individual annual amount paid, since the sample has multiple individuals. |
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b. |
Stdev[ ] should be smaller than the standard deviation of individual annual amount paid: We take a sample of people (as opposed to picking one person) and compute the average. The variation of the average is much smaller than the variation of a single value because individual variations will be evened out when we compute the average. |
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c. |
Not enough information is given to answer this question |
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d. |
Stdev[ ] should be the same as the standard deviation of individual annual amount paid. |
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Answer
Stdev[ ] should be smaller than the standard deviation of individual annual amount paid: We take a sample of people (as opposed to picking one person) and compute the average. The variation of the average is much smaller than the variation of a single value because individual variations will be evened out when we compute the average.
Reason : We can utilize Central Limit Theorem to figure out it . If X follows N (mu, sigma) then sample mean x bar follows N (mu , sigma/✓n).
Moreover if we take a random sample then always the following hold:
E(xbar) = E(x) = mu
S.D.(xbar) = S.D(x)/✓n =sigma/✓n