females, the income gradients in lifestyles are generally concave in age and slightly decreasing in older age. However, the … role of lifestyles in moderating the relationship between income and self-assessed health appears modest. This result … partly reflects that while the income gradients in lifestyles decrease substantially once we control for education, the …