Linear Regression Quiz_ mktg 4074

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University of Minnesota-Twin Cities *

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Statistics

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Apr 3, 2024

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Linear Regression Quiz Flag question: Question 1 Question 11 pts R2 cannot decrease as more independent variables are added to the regression equation. Group of answer choices True False Flag question: Question 2 Question 21 pts If an examination of the residuals indicates that the assumptions underlying linear regression are not met, the researcher can transform the variables in an attempt to satisfy the assumptions. Group of answer choices True False Flag question: Question 3 Question 31 pts An Omnibus F test can be used to choose between regression models that are nested within each other (e.g., one model has 4 explanatory variables and the other has a subset of 2 explanatory variables). Group of answer choices True False Flag question: Question 4 Question 41 pts ________ variables may be used as predictors or independent variables by coding them as dummy variables. Group of answer choices Interval
Categorical Ratio All of the above Flag question: Question 5 Question 51 pts ________ is a state of very high intercorrelations among independent variables. Group of answer choices Hypercollinearity Partial collinearity Multicollinearity Variable collinearity Flag question: Question 6 Question 61 pts Out of the three residual plots given below, which of the following violates the assumptions on the error term of a linear regression model? (Note: the plots are between predicted dependent variable and residuals) residual plots 1.png residual plots 2.png residual plots 3.png Group of answer choices 1 2 3 1 and 2 Flag question: Spacer Use the regression output shown below to answer the following questions and use 0.05 as the significance level. The dataset is a sample of 75 cities. height is a variable giving the average height in inches of adult males from the city. tyhpoiddeaths is a variable giving the number of
typhoid deaths per 1,000 people in the city. The variables northeast, south and west are all dummy variables that are equal to one if the city is in that region and zero otherwise. All cities are located either in the Northeast, the South, the West or the Midwest. Flag question: Question 7 Question 71 pts Which of the following statement is correct? Group of answer choices On average, a male in a Northeast city is 0.73 inches higher than a male in a Midwest city. On average, a male in a Northeast city is 0.73 inches shorter than a male in a Midwest city. On average, a male in a South city is 0.26 inches shorter than a man in a Midwest city. On average, a male in a West city is 0.26 inches higher than a man in a Midwest city. Flag question: Question 8 Question 81 pts Overall, the regions and the number of typhoid deaths can significant explain the variations in adult men's average height. Group of answer choices True typhoid deaths p value < .05
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False Flag question: Question 9 Question 91 pts What is the average male height in a city in the West where the number of typhoid deaths is about 5 per 1,000 people? Group of answer choices 68.26 inches 68.78 inches ask why 67.79 inches 68.52 inches Flag question: Question 10 Question 101 pts How much variation in the average male height can be explained by the regions and the number of typhoid deaths? Group of answer choices 53% 56% 75%