Can one “estimate” the distribution of unit fixed effects in a population? What I mean is, consider a standard TWFE model with unit and time FE:
$Y_{i,t} = X_{i,t}+\lambda_i + \theta_t + \epsilon_{i,t}$
I would like to know how much variation in $Y$ is due to unit fixed effects as opposed to $X$. My basic intuition is that one would need large $t$ to retrieve meaningful unit fixed effects for individual $i$, is that the correct way to think about it? If not, what is? Could one estimate the value of FEs for some subgroups of the population even with small $t$?