Exam 14: Multiple Regression Analysis
Exam 1: What Is Statistics79 Questions
Exam 2: Describing Data: Frequency Tables, Frequency Distributions, and Graphic Presentation129 Questions
Exam 3: Describing Data: Numerical Measures117 Questions
Exam 4: Describing Data: Displaying and Exploring Data92 Questions
Exam 5: A Survey of Probability Concepts121 Questions
Exam 6: Discrete Probability Distributions114 Questions
Exam 7: Continuous Probability Distributions100 Questions
Exam 8: Sampling Methods and the Central Limit Theorem114 Questions
Exam 9: Estimation and Confidence Intervals114 Questions
Exam 10: One-Sample Tests of Hypothesis129 Questions
Exam 11: Two-Sample Tests of Hypothesis122 Questions
Exam 12: Analysis of Variance92 Questions
Exam 13: Correlation and Linear Regression130 Questions
Exam 14: Multiple Regression Analysis122 Questions
Exam 15: Nonparametric Methods: Goodness-Of-Fit Tests128 Questions
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Correlation among successive observations of the dependent variable is called ________________.
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In multiple regression, the ________ is used to test the global hypothesis.
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In a multiple regression analysis, the statistic used to evaluate the presence of correlated independent variables is __________________.
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The following graph is used to evaluate an assumption of a multiple regression analysis. What is the assumption? 

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Which statistic is used to test a global hypothesis about a multiple regression equation?
(Multiple Choice)
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The multiple coefficient of determination, R2, reports the proportion of the variation in Y that is not explained by the variation in the set of independent variables.
(True/False)
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If a data set of 10 observations is used in a multiple regression analysis with 10 independent variables, then ____________.
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In a multiple regression analysis, the following correlation matrix was computed.
Which independent variables are highly correlated with the dependent variable?

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A multiple regression analysis showed the following ANOVA table result.
Based on the information in the ANOVA, how many independent variables were included in the multiple regression analysis?

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What happens as the scatter of data values about the regression plane increases?
(Multiple Choice)
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For a global test of a multiple regression equation, the F distribution is defined by the regression and residual degrees of freedom.
(True/False)
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A manager at a local bank analyzed the relationship between monthly salary and three independent variables: length of service (measured in months), gender (0 = female, 1 = male) and job type (0 = clerical, 1 = technical). The following ANOVA summarizes the regression results:
Based on the hypothesis tests for the individual regression coefficients, _____________.

(Multiple Choice)
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A multiple regression analysis showed the following results of the individual independent variables.
X4 is a qualitative variable. If X4 is equal to one, what is the variable's effect on the dependent variable?

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To evaluate the assumption of linearity, a multiple regression analysis should include ___________.
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If the null hypothesis, H0: β1 = 0, is rejected, the independent variable, X1, it has a ______ effect on the dependent variable.
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A valid multiple regression analysis assumes or requires that _________________.
(Multiple Choice)
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Twenty-one executives in a large corporation were randomly selected to study the effect of several factors on annual salary (expressed in $000s). The factors selected were age, seniority, years of college, number of company divisions they had been exposed, to and the level of their responsibility. The results of the regression analysis follow:
Which one of the following is the dependent variable?

(Multiple Choice)
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When does multicollinearity occur in a multiple regression analysis?
(Multiple Choice)
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The production of car tires in any given year is related to the number of cars produced that year and in prior years. Suppose our econometric model resulted in the following data.
What is the equation for our model?

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