Mixed effects in non-linear models lead to inconsistent estimates, study finds.
The article explores what happens when a system has a normally distributed effect, a dependent variable that is ordered, and an explanatory variable that is ordered and endogenous. The researchers used simulation techniques to show that not considering this mixed effect can lead to inconsistent estimates, even when conditions for identification are perfect. This inconsistency only occurs in non-linear endogenous systems.