⁴In the modular framework of section 4, normalization can be viewed as a transformation on the stage description itself: each stage’s state space, transition functions, and value functions are rewritten from level variables $(m,p)$ to the permanent-income-normalized counterparts $(m)$, reducing the dimensionality of every stage uniformly rather than applying a one-off simplification to the composite Bellman equation.