The "neighborhood" variable in the regression model, which predicts monthly household expenditures on groceries as a function of a family size, household income and neighborhood is an independent variable. Independent variables are the predictors (the risk factors and confounders) . The output variable (in this case monthly household expenditures ) is the dependent variable.