The equation for the regression line that predicts mortgage amount using household income as the explanatory variable is \( \hat{Y}=4.2 X-74430 \) What is the interpretation of the slope? Pick What is the interpretation of the intercept? Pick
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The Deep Dive
The slope of this regression line, which is 4.2, indicates that for every additional dollar increase in household income (X), the predicted mortgage amount (Y) increases by $4.20. This suggests that as families earn more, they can typically afford larger mortgage amounts, reflecting the direct relationship between income and mortgage capacity. The intercept of -74430 represents the estimated mortgage amount when household income is zero. While it might not be practical in real-world terms (since no one has an income of zero and has a mortgage), it can give insight into the baseline cost of a mortgage, accounting for factors other than income that might influence mortgage amounts, like location or credit history.
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