In: Math
Suppose you are a researcher in a hospital. You are experimenting with a new tranquilizer. You collect data from a random sample of 9 patients. The period of effectiveness of the tranquilizer for each patient (in hours) is as follows:
2.5 |
2.8 |
2 |
2.1 |
2.6 |
2.5 |
2.6 |
2.6 |
2.9 |
a. What is a point estimate for the population mean length of time.
(Round answer to 4 decimal places)
b. Which distribution should you use for this problem?
c. Why?
d. What must be true in order to construct a confidence interval in
this situation?
e. Construct a 98% confidence interval for the population mean
length of time. Enter your answer as an
open-interval (i.e., parentheses) Round
upper and lower bounds to two decimal places
f. Interpret the confidence interval in a complete sentence. Make
sure you include units
g. What does it mean to be "98% confident" in this problem? Use the
definition of confidence level.
h. Suppose that the company releases a statement that the mean time
for all patients is 2 hours.
Is this possible?
Is it likely?
i. Use the results above and make an argument in favor or against
the company's statement. Structure your essay as follows:
a. What is a point estimate for the population mean length of time.
Point estimate for population mean = Sample mean = Xbar = 2.5111
b. Which distribution should you use for this problem?
t-distribution
c. Why?
...because we do not given the value for the population standard deviation and sample size is small (n<30).
d. What must be true in order to construct a confidence interval in this situation?
The population must be approximately normal.
e. Construct a 98% confidence interval for the population mean length of time.
Confidence interval for Population mean is given as below:
Confidence interval = Xbar ± t*S/sqrt(n)
From given data, we have
Xbar = 2.511111111
S = 0.293446948
n = 9
df = n – 1 = 9 – 1 = 8
Confidence level = 98%
Critical t value = 2.8965
Confidence interval = Xbar ± t*S/sqrt(n)
Confidence interval = 2.511111111 ± 2.8965*0.293446948/sqrt(9)
Confidence interval = 2.511111111 ± 2.8965*0.097815649
Confidence interval = 2.511111111 ± 0.2833
Lower limit = 2.511111111 - 0.2833 = 2.23
Upper limit = 2.511111111 + 0.2833 = 2.79
Confidence interval = (2.23, 2.79)
f. Interpret the confidence interval in a complete sentence.
We are 98% confident that the population mean length of time will lies between 2.23 hours to 2.79 hours.
g. What does it mean to be "98% confident" in this problem?
98% of all simple random samples of size 9 from this population will result in confidence intervals that contain the population mean
h. Suppose that the company releases a statement that the mean time for all patients is 2 hours.
Is this possible?
No
Is it likely?
No