Exam 7: Linear Regression

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Suppose the correlation, r, between two variables x and y is -0.44.What percentage of the Variability in y cannot be explained by x?

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A regression analysis of students' college grade point averages (GPAs) and their high school GPAs found R2=0.311R ^ { 2 } = 0.311 . Which of these is true? I. High school GPA accounts for 31.1%31.1 \% of college GPA. II. 31.1%31.1 \% of college GPAs can be correctly predicted with this model. III. 31.1%31.1 \% of the variance in college GPA can be accounted for by the model

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A small independent organic food store offers a variety of specialty coffees.To determine Whether price has an impact on sales, the managers kept track of how many pounds of each Variety of coffee were sold last month. PRICE PER POUND POUNDS SOLD \ 3.99 75 \ 5.99 60 \ 7.00 65 \ 12.00 45 \ 4.50 80 \ 7.50 70 \ 15.00 25 \ 10.00 35 \ 12.50 40 \ 8.99 50 Mean \8 .75 54.50 Standard Deviation \ 3.63 18.33 Correlation - Based on the data and summary statistics, the intercept of the estimated regression line that Relates the response variable (monthly sales) to the predictor variable (price per pound) is

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Data were collected on monthly sales revenues (in $1,000 s\$ 1,000 \mathrm {~s} ) and monthly advertising expenditures ($100 s)( \$ 100 \mathrm {~s} ) for a sample of drug stores. The regression line relating revenues (Y)( \mathrm { Y } ) to advertising expenditure (X)( \mathrm { X } ) is estimated to be y^=48.3+9.00x\hat { y } = - 48.3 + 9.00 x . The correct interpretation of the slope is that for each additional

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Interpret the intercept of your model in context.

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Interpret the slope of your model in context.

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An article in the Journal of Statistics Education reported the price of diamonds of different sizes in Singapore dollars (SGD). The following table contains a data set that is consistent with this data, adjusted to US dollars in 2004: An article in the Journal of Statistics Education reported the price of diamonds of different sizes in Singapore dollars (SGD). The following table contains a data set that is consistent with this data, adjusted to US dollars in 2004:     -Make a scatterplot and describe the association between the size of the diamond (carat) and the cost (in US dollars). -Make a scatterplot and describe the association between the size of the diamond (carat) and the cost (in US dollars).

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Suppose the correlation, rr , between two variables xx and yy is 0.44- 0.44 . What would you predict about a yy value if the xx value is 2 standard deviations above its mean?

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Do you think a linear model is appropriate here? Explain.

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Data were collected on monthly sales revenues (in $1,000 s\$ 1,000 \mathrm {~s} ) and monthly advertising expenditures ($100 s)( \$ 100 \mathrm {~s} ) for a sample of drug stores. The regression line relating revenues (Y) to advertising expenditure (X)( \mathrm { X } ) is estimated to be y^=48.3+9.00x\hat { y } = - 48.3 + 9.00 x . The predicted sales revenue for a month in which $1,000\$ 1,000 was spent on advertising is

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Make a scatterplot and describe the association between the year and the Year Rate 1971 0.08 1974 0.10 1975 0.13 1978 0.15 1981 0.18 1981 0.20 1985 0.22 1988 0.25 1991 0.29 1995 0.32

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Interpret the slope of your model in context.

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The correlation coefficient between high school grade point average (GPA) and college GPA is 0.560.For a student with a high school GPA that is 2.5 standard deviations above the Mean, we would expect that student to have a college GPA that is ______ the mean.

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Do you think a linear model is appropriate here? Explain.

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If the point in the upper left corner of the scatterplot is removed, what will happen to the Correlation (r) and the slope of the line of best fit (b)? If the point in the upper left corner of the scatterplot is removed, what will happen to the Correlation (r) and the slope of the line of best fit (b)?

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An article in the Journal of Statistics Education reported the price of diamonds of different sizes in Singapore dollars (SGD). The following table contains a data set that is consistent with this data, adjusted to US dollars in 2004: An article in the Journal of Statistics Education reported the price of diamonds of different sizes in Singapore dollars (SGD). The following table contains a data set that is consistent with this data, adjusted to US dollars in 2004:     -Create a model to predict diamond costs from the size of the diamond. -Create a model to predict diamond costs from the size of the diamond.

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A small independent organic food store offers a variety of specialty coffees.To determine Whether price has an impact on sales, the managers kept track of how many pounds of each Variety of coffee were sold last month. Mean \ 8.75 54.50 Standard Deviation \ 3.63 18.33 Correlation - Based on the summary statistics shown below, what percent of the variability in the number of pounds of coffee sold per week can be explained by price?

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What is the correlation between year and postal rate?

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A small independent organic food store offers a variety of specialty coffees.To determine Whether price has an impact on sales, the managers kept track of how many pounds of each Variety of coffee were sold last month. PRICE PER POUND POUNDS SOLD \ 3.99 75 \ 5.99 60 \ 7.00 65 \ 12.00 45 \ 4.50 80 \ 7.50 70 \ 15.00 25 \ 10.00 35 \ 12.50 40 \ 8.99 50 Mean \8 .75 54.50 Standard Deviation \ 3.63 18.33 Correlation - Based on the data and summary statistics shown below, the slope of the estimated regression Line that relates the response variable (monthly sales) to the predictor variable (price per Pound) is

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If the point in the upper right corner of this scatterplot is removed from the data set, then What will happen to the slope of the line of best fit (b) and to the correlation (r)? If the point in the upper right corner of this scatterplot is removed from the data set, then What will happen to the slope of the line of best fit (b) and to the correlation (r)?

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