Exam 11: Simple Regression
Exam 1: Describing Data: Graphical247 Questions
Exam 2: Describing Data: Numerical326 Questions
Exam 3: Probability345 Questions
Exam 4: Discrete Random Variables and Probability Distributions257 Questions
Exam 5: Continuous Random Variables and Probability Distributions239 Questions
Exam 6: Sampling and Sampling Distributions147 Questions
Exam 7: Estimation: Single Population151 Questions
Exam 8: Estimation: Additional Topics109 Questions
Exam 9: Hypothesis Testing: Single Population164 Questions
Exam 10: Hypothesis Testing: Additional Topics103 Questions
Exam 11: Simple Regression217 Questions
Exam 12: Multiple Regression252 Questions
Exam 13: Additional Topics in Regression Analysis168 Questions
Exam 14: Analysis of Categorical Data241 Questions
Exam 15: Analysis of Variance192 Questions
Exam 16: Time-Series Analysis and Forecasting138 Questions
Exam 17: Additional Topics in Sampling110 Questions
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In general,increasing the variation of x will lead to a higher coefficient of determination.
(True/False)
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The coefficient of determination is often interpreted as the percent of variability in the dependent variable y that is explained by the regression equation.
(True/False)
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A professor of statistics is interested in studying the relationship between the number of hours graduate students spent studying for his comprehensive final exam and the exam score.The results of the regression analysis of hours studied on exam scores are presented below.
-The covariance between the two variables x and y:
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Consider the following values of variables x and y:
-Determine the coefficient of correlation.What does it mean?
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The following statistics are computed from a random sample of pairs of x and y observations:
;R2 = 0.84;n = 50
-Compute the error sum of squares,SSE.
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The data below are for the number of unemployed persons (in millions)and the federal unemployment insurance payments (in billions of dollars)for the years 1978-1985.Some economists state that these two variables are positively related.
-Explain how to use the 95% confidence interval for the slope of the population regression line to test the null hypothesis that the population slope is zero.
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A sample of 8 households was asked about their monthly income (x)and the number of hours they spend connected to the internet each month (y).The data yield the following statistics:
,
,
,
,
-An indication of no linear relationship between two variables would be a:
(Multiple Choice)
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A sales manager is interested in determining the relationship between the amount spent on advertising and total sales.The manager collects data for the past 24 months and runs a regression of sales on advertising expenditures.The results are presented below but,unfortunately,some values identified by asterisks are missing.
SUMMARY OUTPUT
-If the regression line
= 3 + 2x has been fitted to the data points (4,8),(2,5),and (1,2),the residual sum of squares will be:
(Multiple Choice)
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The following statistics are computed from a random sample of pairs of x and y observations:
;R2 = 0.84;n = 50
-Compute the regression sum of squares,SSR.
(Essay)
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Consider a random sample of 25 observations of two variables x and y.The following summary statistics are available:
= 43.2,
= 195.6,
= 1357.2,
= 1253.4,and
= 4843.6.
-Determine the intercept of the regression line.
(Multiple Choice)
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You are interested in exploring the relationship between the income of professors (measured in thousands of dollars)and the number of years they have been employed by the university.You collect the following data from eight professors.
-What is the estimated income for a professor with 20 years of employment?
(Essay)
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You want to explore the relationship between the grades students receive on their first two exams.For a sample of 15 students,you find a correlation coefficient of 0.47.What is the value of the test statistic for testing H0 : p = 0 vs.H1 : p > 0?
(Multiple Choice)
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You are interested in determining the relationship between x and y.You have the following information:
b0= 117.4,b1= -14.39,s
= 0.18,s
= 0.18,n = 300,
= 4.3,SST = 17045,and SSE = 12053.
-Discuss the conceptual basis of using a t-test for inferences about the population slope parameter.How does this t-test relate to the t-test for the correlation coefficient and the F test for the significance of the model? Do all these relationships make sense?
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The coefficient of determination is the proportion of the total variation in the independent variable X that is explained or accounted for by its relationship with the dependent variable Y.
(True/False)
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THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION:
A professor of statistics is interested in studying the relationship between the number of hours graduate students spent studying for his comprehensive final exam and the exam score.The results of the regression analysis of hours studied on exam scores are presented below.
-Which of the following is the value of the sample correlation?
(Multiple Choice)
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