Exam 12: Simple Regression

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Which is indicative of an inverse relationship between X and Y?

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The larger the absolute value of the t statistic of the slope in a simple linear regression,the stronger the linear relationship exists between X and Y.

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In least-squares regression,the residuals e1,e2,... ,en will always have a zero mean.

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In correlation analysis,neither X nor Y is designated as the independent variable.

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A prediction interval for Y is narrower than the corresponding confidence interval for the mean of Y.

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The critical value for a two-tailed test of H0: β1 = 0 at α = .05 in a simple regression with 22 observations is:

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If SSR is 1800 and SSE is 200,then R2 is .90.

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In a sample of n = 23,the critical value of Student's t for a two-tailed test of significance for a simple bivariate regression at α = .05 is:

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In a simple regression,which would suggest a significant relationship between X and Y?

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William used a sample of 68 large U.S.cities to estimate the relationship between Crime (annual property crimes per 100,000 persons)and Income (median annual income per capita,in dollars).His estimated regression equation was Crime = 428 + 0.050 Income.We can conclude that:

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A standardized residual ei = -2.205 indicates:

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For a regression with 200 observations,we expect that about 10 residuals will exceed two standard errors.

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A local trucking company fitted a regression to relate the travel time (days)of its shipments as a function of the distance traveled (miles).The fitted regression is Time = -7.126 + .0214 Distance,based on a sample of 20 shipments.The estimated standard error of the slope is 0.0053.Find the critical value for a right-tailed test to see if the slope is positive,using α = .05.

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In a sample of size n = 23,a sample correlation of r = .400 provides sufficient evidence to conclude that the population correlation coefficient exceeds zero in a right-tailed test at:

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A news network stated that a study had found a positive correlation between the number of children a worker has and his or her earnings last year.You may conclude that:

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In a simple regression,if the coefficient for X is positive and significantly different from zero,then an increase in X is associated with an increase in the mean (i.e. ,the expected value)of Y.

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Confidence intervals for predicted Y are less precise when the residuals are very small.

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A negative value for the correlation coefficient (r)implies a negative value for the slope (b1).

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Two-tailed t-tests are often used because any predictor that differs significantly from zero in a two-tailed test will also be significantly greater than zero or less than zero in a one-tailed test at the same α.

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The coefficient of determination is the percentage of the total variation in the response variable Y that is explained by the predictor X.

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