Question:

Proportion: small samples- someone out there please help me?

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An auditor reviewed 25 oral surgery insurance claims from a particular surgical office, determining that the mean out-of-pocket patient billing above the reimbursed amount was $275.66 with a standard deviation of $78.11.

(a) At the 5 percent level of significance, does this sample prove a

violation of the guideline that the average patient should pay no more than $250 out-of-pocket?State your hypotheses and decision rule.

(b) Is this a close decision?

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  1. (a) ANSWER: No! The "true average" out-of-pocket billing in excess of reimbursed amount to a significance value α = 0.05 does not exceed 250.00 dollars.

    (b) ANSWER: Yes! P-value > α, [0.0568 > 0.05] for statistical hypothesis testing is "a close decision" by (approx) 0.0068 proportion of the t-DISTRIBUTION.

    Why??

    SINGLE SAMPLE TEST, ONE-TAILED, 7 - Step Procedure for t Distributions, SMALL SAMPLE SIZE

    1. Parameter of interest: "μ" = population mean out-of-pocket billing above reimbursed amount.

    2. Null hypothesis Ho: μ = 250 dollars (out-of-pocket patient billing above reimbursed amount)

    3. Alternative hypothesis Ha: μ > 250 dollars ("one-tailed" because "average patient should pay no more than $250 out-of-pocket")

    4. Test statistic formula: t = (x-bar - μ)/(s/SQRT(n))

    x-bar = estimate of the Population Mean (statistical mean of the sample) [275.66]

    n = number of individuals in the sample [25]

    s = sample standard deviation [78.11]

    μ = Population Mean [250.00] (used for Test statistic)

    5. Computation of Test statistic formula t = (approx) 1.64

    6. Determination of the P-value based on n -1 = 24 df (degrees of freedom). Table "look-up" value shows area under the 24 df curve to the right of t = 1.64 is (approximately) 0.0568

    Excel Formula =TDIST(1.64, 24, 1) which is [0.05675728] the value in the "right-tail" is "P-value". Note: Excel Formula requires "positive t" and t-DISTRIBUTION is symmetrical so that "right-tail" equals "left-tail".

    SMALL SAMPLE SIZE requires "t-DISTRIBUTION".

    7. Conclusion: with significance value α = 0.05 the above shows P-value > α, [0.0568 > 0.05]. Null hypothesis Ho: μ = 250.00 dollars should not be rejected. The "true average" out-of-pocket billing in excess of reimbursed amount to a significance value α = 0.05 does not exceed 250.00 dollars.

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