Kou Murayama#Causalinference meets #measurementmodels. Must read by VanderWeele. All measures are formative, all measures are reflective, but both are fallacy.
He claimed the importance of examining item-specific causal effects. Sorry for the self-promotion, but this is indeed what we also recently argue for ...