Question
A multiple linear regression model based on a sample of 20weeks is developed to predict standby hours based on the total staff present and remote
A multiple linear regression model based on a sample of 20weeks is developed to predict standby hours based on the total staff present and remote hours. The SSR is 25,012.01 and the SSE is 31,182.99.
Complete parts (a) through (d) below.
Part 1
a. Determine whether there is a significant relationship between standby hours and the two independent variables (total staff present and remote hours) at the 0.05 level of significance.
What are the correct hypotheses to test?
H0:
H1:
At least one beta Subscript j Baseline not equals 0 comma j equals 1 comma 2 comma 3Atleastonej0,j=1,2,3
At least one beta Subscript j Baseline not equals 0 comma j equals 0 comma 1Atleastonej0,j=0,1
beta 0 equals beta 1 equals beta 2 equals 00=1=2=0
beta 1 equals beta 2 equals beta 3 equals 01=2=3=0
At least one beta Subscript j Baseline not equals 0 comma j equals 1 comma 2Atleastonej0,j=1,2
beta 1 equals beta 2 equals 01=2=0
Part 2
Calculate the test statistic.
FSTAT=?
(Round to two decimal places as needed.)
Part 3
Determine the p-value.
The p-value is ?
(Round to four decimal places as needed.)
Part 4
State the conclusion.
Since the p-value is
lessless
greatergreater
than the level of significance,
do not rejectdonotreject
rejectreject
the null hypothesis. There is
sufficientsufficient
insufficientinsufficient
evidence to conclude there is a linear relationship.
Part 5
b. Interpret the meaning of the p-value. Choose the correct answer below.
A.
The p-value is the probability of getting an overall test statistic equal to or less than the sample result, assuming there is no linear relationship between the dependent variable and the independent variables.
B.
The p-value is the probability that there is a linear relationship between the two independent variables.
C.
The p-value is the probability of getting an overall test statistic equal to or greater than the sample result, assuming there is no linear relationship between the dependent variable and the independent variables.
D.
The p-value is the probability that there is a linear relationship between the dependent variable and at least one of the independent variables.
Part 6
c. Compute the coefficient of multiple determination,
r2, and interpret its meaning.
r2=?
(Round to four decimal places as needed.)
Part 7
Interpret the meaning of
r2.
The coefficient of multiple determination indicates that
enter your response here%
of the variation in
total staff present
total staff present and remote hours
remote hours
standby hours
can be explained by the variation in
remote hours.
standby hours.
total staff present.
total staff present and remote hours.
(Round to two decimal places as needed.)
Part 8
d. Compute the adjusted r2.
r2adj=?
(Round to four decimal places as needed.)
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