In: Statistics and Probability
A billing company that collects bills for doctors' offices in the area is concerned that the percentage of bills being paid by medical insurance has risen. Historically, that percentage has been 30%. An examination of 7924 recent, randomly selected bills reveals that 31% of these bills are being paid by medical insurance. Is there evidence of a change in the percent of bills being paid by medical insurance? (Consider a P-value of around 1% to represent reasonable evidence.)
Question: What is the test statistic ?
_______________________________ (round to two decimal places if needed.)
Question: What is the P-Value ?
_______________________________ (round to three decimal places if needed.)
SOLUTION:
From given data,
A billing company that collects bills for doctors' offices in the area is concerned that the percentage of bills being paid by medical insurance has risen. Historically, that percentage has been 30%. An examination of 7924 recent, randomly selected bills reveals that 31% of these bills are being paid by medical insurance. Is there evidence of a change in the percent of bills being paid by medical insurance?
= 30% = 30/100 = 0.30
Sample size = n = 7924
= 31% = 31/100 = 0.31
Test hypothesis:
Null hypothesis: : = 0.30
Alternative hypothesis: : 0.30
Question: What is the test statistic ?
Test statistic = Z = ( - ) / (sqrt( ((1-) ) / n ))
Z = (0.31 - 0.30 ) / (sqrt( (0.30(1-0.30) ) / 7924 ))
Z = 0.01 / (sqrt( (0.30(1-0.30) ) / 7924 )
Z = 1.94 (round to two decimal places if needed.)
Question: What is the P-Value ?
The test is two tailed , the p-value of the test statistic is:
P-Value = 2 * P(N(0,1) > Z)
P-Value = 2 * P(N(0,1) > 1.94)
P-Value = 2 * [1 - P(N(0,1) < 1.94) ]
P-Value = 2 * [1 - 0.97381]
P-Value = 2 * 0.02619
P-Value = 0.052 (round to three decimal places if needed.)