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In: Statistics and Probability

Confidence intervals for the mean Suppose you are a researcher in a hospital. You are experimenting...

Confidence intervals for the mean

Suppose you are a researcher in a hospital. You are experimenting with a new tranquilizer. You collect data from a random sample of 10 patients. The period of effectiveness of the tranquilizer for each patient (in hours) is as follows:

3
2.7
2
2.3
2.4
2.6
2.7
2.2
2.3
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?

  • normal distribution
  • t-distribution



c. Why?


d. What must be true in order to construct a confidence interval in this situation?

  • The population must be approximately normal
  • The population mean must be known
  • The population standard deviation must be known
  • The sample size must be greater than 30



e. Construct a 95% 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 "95% confident" in this problem? Use the definition of confidence level.

  • 95% of all simple random samples of size 10 from this population will result in confidence intervals that contain the population mean
  • There is a 95% chance that the confidence interval contains the population mean
  • The confidence interval contains 95% of all samples



h. Suppose that the company releases a statement that the mean time for all patients is 2 hours.

Is this possible?

  • No
  • Yes



Is it likely?

  • No
  • Yes

Solutions

Expert Solution

Result:

Confidence intervals for the mean

Suppose you are a researcher in a hospital. You are experimenting with a new tranquilizer. You collect data from a random sample of 10 patients. The period of effectiveness of the tranquilizer for each patient (in hours) is as follows:

3

2.7

2

2.3

2.4

2.6

2.7

2.2

2.3

2.9



a. What is a point estimate for the population mean length of time. (Round answer to 4 decimal places)

point estimate = 2.5100

b. Which distribution should you use for this problem?

  • t-distribution


c. Why?

population standard deviation is not known and sample size is small( <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 95% 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

95% CI = (2.28, 2.74)

f. Interpret the confidence interval in a complete sentence. Make sure you include units

we are 95% confident that population mean length of time falls in the interval (2.28, 2.74).

g. What does it mean to be "95% confident" in this problem? Use the definition of confidence level.

  • 95% of all simple random samples of size 10 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?

  • Yes



Is it likely?

  • Yes

Confidence Interval Estimate for the Mean

Data

Sample Standard Deviation

0.3213

Sample Mean

2.51

Sample Size

10

Confidence Level

95%

Intermediate Calculations

Standard Error of the Mean

0.1016

Degrees of Freedom

9

t Value

2.2622

Interval Half Width

0.2298

Confidence Interval

Interval Lower Limit

2.2802

Interval Upper Limit

2.7398


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