The inclusion socioeconomic characteristics in Model 3 demonstrates the robustness of local disorder and social capital, and also shows that depression levels are higher among respondents less educated, who lack external economic assistance, and who have difficulty paying their bills. The inclusion of background/ demographic variables in Model 4 explains away the significant relationship between education and depression from the prior model, although this model also shows that being male or in good health is protective of mental health.