If I may chime in, I think this is less about some actual feature of growth curves, and more about how they are often used -- they hit a sweet spot where the descriptive understanding makes them approachable, but then people try to use them to do draw different types of substantive conclusions.

Yeah but I'm still curious what people are doing with them re causality that they are not doing (or doing less) with cross sectional data :) :)