No, you cannot meaningfully evaluate steady state welfare. The steady state is conceptually a point where nothing ever changes and as such it will not consider any stochastics that are relevant for welfare comparisons. But you can evaluate welfare at the steady state values for the state variables. Price stickiness will affect that result via it’s effects on the decision rules.
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