If in OLS setting I assume: Epsilon|X is normally distributed (mean= 0; variance= sigma^2 * Identity matrix)
We have that the estimated coefficients (each "beta hat j") is conditional on X normally distributed.
But if we consider "beta hat j" not conditional on X in this setting, what is its distribution? Does it keep Gaussian distribution with stochastic parameters? If it is not like that, why?