In: Statistics and Probability
Fowle Marketing Research, Inc., bases charges to a client on the assumption that telephone surveys can be completed in a mean time of 15 minutes or less. If a longer mean survey time is necessary, a premium rate is charged. Suppose a sample of 35 surveys produces the data in the Microsoft Excel Online file below. Use a known σ = 3.3 minutes. Is the premium rate justified?
Call Time (minutes)
20.3 |
13.7 |
16.2 |
18.1 |
13.5 |
17.3 |
14.6 |
17.4 |
18.5 |
9.9 |
15.1 |
16.6 |
17 |
14.5 |
19.7 |
11.3 |
16.3 |
20.5 |
21.7 |
15.9 |
12.2 |
18.5 |
25.9 |
14.5 |
21.6 |
15.6 |
15.9 |
14.7 |
17.6 |
18 |
16.7 |
11.6 |
16.8 |
13 |
13.2 |
Hypothesized Mean value 15
Population Standard Deviation 3.3
Level of Significance 0.01
Formulate the null and alternative hypotheses for this application.
H0: μ _________greater than or equal to 15greater than 15less than or equal to 15less than 15equal to 15not equal to 15
Ha: μ _________greater than or equal to 15greater than 15less than or equal to 15less than 15equal to 15not equal to 15
Compute the value of the test statistic (to 2 decimals).
What is the p-value (to 4 decimals)?
Using ? = .01, is a premium rate justified for this client?
Solution:
Given:
Hypothesized Mean value = 15
Population Standard Deviation = 3.3
Level of Significance = 0.01
If a longer mean survey time is necessary, a premium rate is charged. That is if mean survey time is > 15 minutes, then premium rate is charged.
Part a) Formulate the null and alternative hypotheses for this application.
Vs
Part b) Compute the value of the test statistic
where
For given sample , total of all observations is 573.9
that is: and n = 35
thus
thus z test statistic is:
Part c) What is the p-value ?
p-value = P( Z > z test statistic value)
p-value = P( Z > 2.50 )
p-value = 1 - P( Z < 2.50 )
Look in z table for z = 2.5 and 0.00 and find corresponding area.
P( Z < 2.50 ) = 0.9938
thus
p-value = 1 - P( Z < 2.50 )
p-value = 1 - 0.9938
p-value = 0.0062
Part d) Using ? = .01, is a premium rate justified for this client?
Since p-value = 0.0062 < 0.01 level of significance , we reject null hypothesis H0.
Thus we have enough evidence to conclude that: mean survey time is more than 15 minutes and hence premium rate is charged.
Thus a premium rate is NOT justified for this client.
Thus answer is: No.