Before revision:  We propose a framework in which we can partially learn the optimal dynamic regime and ordering of welfares, relaxing sequential randomization assumptions commonly employed in the literature .
After revision:  We propose a framework in which we can partially learn the optimal dynamic regime from observational data, relaxing the sequential randomization assumption commonly employed in the literature .