Causal directed acyclic graph of the three scenarios investigated by simulation. Bold arrows between age (A), period (P), and cohort (C) represent a deterministic relationship, whereas the remaining arrows represent stochastic causal relationships. Circled variables represent variables that are omitted from the estimation model (in some simulation set-ups)