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a. Regress sales per capita on advertising expenditure per capita, controlling for local income as an interval variable, where intervals are

a. Regress sales per capita on advertising expenditure per capita, controlling for local income as an interval variable, where intervals are <$35,000, $35,000$44,999, $45,000$54,999, and $55,000+, and <$35,000 is the base group. In the equation below, Income3545 indicates income $35,000$44,999, Income4555 indicates income $45,000$54,999, and Income55 indicates income $55,000+.

SalesPerCapita = ? + ? Income3545 + ? Income4555 + ? Income55 + ? AdvExpPerCap

For the remainder of the question, assume the data-generating process is SalesperCapitai = + 1AdExpperCapitai + 2Inc35-45i + 3Inc45-55i + 4Inc55i + Ui and that all other necessary assumptions toward establishing causality and performing inference hold.

b. Interpret the coefficient for Income4555.

multiple choice 1

  • The difference in sales per capita when income goes from below $35,000 to $45,000-$54,999, holding advertising expenditure per capita fixed

  • The difference in sales per capita when income goes from below $35,000 to $45,000-$54,999

  • The increase in sales per capita when income increases from $45,000-$54,999

  • The difference in sales per capita when income goes from $45,000-$54,999 to below $35,000, holding advertising expenditure per capita fixed

c. According to this regression, what is the effect on sales per capita when average local income increases from $35,000$44,999 to $55,000+?

d. At the 95% confidence level, test whether there is evidence of a quadratic relationship between sales per capita and advertising expenditure per capita.

  • Accept that there is no quadratic relationship.

  • Fail to reject that there is no quadratic relationship.

  • Accept that there is a quadratic relationship.

  • Reject that there is no quadratic relationship.

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