Exam 11: Simple Regression

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In general,increasing the variation of x will lead to a higher coefficient of determination.

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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.

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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. 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.   -The covariance between the two variables x and y: -The covariance between the two variables x and y:

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THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: Consider the following values of variables x and y: THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: Consider the following values of variables x and y:    -Determine the coefficient of correlation.What does it mean? -Determine the coefficient of correlation.What does it mean?

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THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: The following statistics are computed from a random sample of pairs of x and y observations: THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: The following statistics are computed from a random sample of pairs of x and y observations:    ;R<sup>2</sup> = 0.84;n = 50 -Compute the error sum of squares,SSE. ;R2 = 0.84;n = 50 -Compute the error sum of squares,SSE.

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THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: 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. THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: 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. THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: 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. -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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THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: 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: THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: 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: , THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: 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: , THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: 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: , THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: 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: , THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: 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: -An indication of no linear relationship between two variables would be a:

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THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: 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 THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: 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: -If the regression line THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: 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: = 3 + 2x has been fitted to the data points (4,8),(2,5),and (1,2),the residual sum of squares will be:

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THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: The following statistics are computed from a random sample of pairs of x and y observations: THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: The following statistics are computed from a random sample of pairs of x and y observations:    ;R<sup>2</sup> = 0.84;n = 50 -Compute the regression sum of squares,SSR. ;R2 = 0.84;n = 50 -Compute the regression sum of squares,SSR.

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THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: Consider a random sample of 25 observations of two variables x and y.The following summary statistics are available: THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: 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. = 43.2, THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: 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. = 195.6, THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: 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. = 1357.2, THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: 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. = 1253.4,and THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: 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. = 4843.6. -Determine the intercept of the regression line.

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THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: 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. THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: 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? -What is the estimated income for a professor with 20 years of employment?

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The value of SSR is:

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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?

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THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: You are interested in determining the relationship between x and y.You have the following information: b0= 117.4,b1= -14.39,s THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: You are interested in determining the relationship between x and y.You have the following information: b<sub>0</sub>= 117.4,b<sub>1</sub>= -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? = 0.18,s THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: You are interested in determining the relationship between x and y.You have the following information: b<sub>0</sub>= 117.4,b<sub>1</sub>= -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? = 0.18,n = 300, THE NEXT QUESTIONS ARE BASED ON THE FOLLOWING INFORMATION: You are interested in determining the relationship between x and y.You have the following information: b<sub>0</sub>= 117.4,b<sub>1</sub>= -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? = 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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Test the hypothesis at α = 0.05

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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.

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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. 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? -Which of the following is the value of the sample correlation?

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