Abstract Contextual bandit algorithms are increasingly replacing non-adaptive A/B assessments in e-commerce, Health care, and policymaking as they can the two increase outcomes for examine members and increase the prospect of identifying good or even best insurance policies. To guidance credible inference on novel interventions at the conclusion of