Please answer Question 3 on page 197 of Howard (2017). Ignore the columns "Standardized (B)" and "Sig." Just focus on the independent variables (those in the "Coefficients" column) and their estimated coefficients (in the "Unstandardized (B)" column). Assume that Age is measure in years, Income level is measured in thousands of dollars (so that 1 = 1000 dollars), and Education level is measuring in years of education. For each independent variable (Age, Income, Education), describe in words the relationship between the independent and dependent variables. That is, how and how much is the dependent variable expected to change with changes in the independent variables. Note that this is a multiple regression model, meaning that the three independent variables are included in the model simultaneously, so interpret accordingly. The dependent variable is "self-reported political ideology, from left (1) to right (10)" (Howard 2017, 197).Question #3.3. How would you interpret the following output from a multiple regression model in which the dependent variable is self-reported political ideology, from left (1) to right (10), in Brazil?

Coefficients Unstandardized (B) Standardized (Beta) Sig. Age .016 .091 .003 Income level -.035 -.026 .393 Education level 128 118 000 Overall model R square = .032 Adjusted R square = .030 SEE = 2.770 Source: World Values Survey wave 6 (data for Brazil, 2014)