In: Statistics and Probability
The director of a state agency believes that the average starting salary for clerical employees in the state is less than $32 comma 000 per year. To test her hypothesis, she has collected a simple random sample of 100 starting clerical salaries from across the state and found that the sample mean is $31 comma 950. a. nbsp State the appropriate null and alternative hypotheses. b. Assuming the population standard deviation is known to be $1 comma 500 and the significance level for the test is to be 0.01, what is the critical value (stated in dollars)? c. Referring to your answer in part b, what conclusion should be reached with respect to the null hypothesis? d. Referring to your answer in part c, which of the two statistical errors might have been made in this case? Explain. a. State the appropriate null and alternative hypotheses. Choose the correct answer below. A. H0: muequals31 comma 950 HA: munot equals31 comma 950 B. H0: mugreater than or equals32 comma 000 HA: muless than32 comma 000 Your answer is correct.C. H0: mugreater than or equals31 comma 950 HA: muless than31 comma 950 D. H0: muequals32 comma 000 HA: munot equals32 comma 000 E. H0: muless than or equals32 comma 000 HA: mugreater than32 comma 000 F. H0: muless than or equals31 comma 950 HA: mugreater than
Solution:
Given:
Claim: the average starting salary for clerical employees in the state is less than $32,000 per year.
Thus
Sample size = n = 100
Sample mean =
Population Standard deviation =
Level of significance =
Part a) State the appropriate null and alternative hypotheses.
According to claim H0 and HA are:
Vs
Part b) Assuming the population standard deviation is known to be $1 comma 500 and the significance level for the test is to be 0.01, what is the critical value (stated in dollars)?
It is saying stated in Dollars, so we need to find the sample mean value at which we reject null hypothesis at 0.01 significance level.
Thus first find z value such that: P( Z < z )= 0.01
look in z table for area = 0.0100 or its closest area and find z value.
Area 0.0099 is closest to 0.0100 and it corresponds to -2.3 and 0.03
thus z critical value = -2.33
Now use following formula:
Thus critical value ( in dollars) = $31,650.5
Part c) Referring to your answer in part b, what conclusion should be reached with respect to the null hypothesis?
Since sample mean = > critical value ( in dollars) = $31,650.5, we do not reject null hypothesis H0. Thus there is not sufficient evidence to conclude that: the average starting salary for clerical employees in the state is less than $32,000 per year.
Part d) Referring to your answer in part c, which of the two statistical errors might have been made in this case? Explain.
There are two types of Errors
Type I Error = Reject H0 , in fact H0 is True.
Type II Error = Fail to reject H0, in fact H0 is False.
Here we failed to reject H0, hence Type II Error might have been made in this case.