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This article discusses the utility of realist evaluation in inuencing policies aimed at reducing health inequities and improving population health. Using an example of a National Demonstration program in Scotland, the article discusses how realist evaluation can help in several aspects of policy implementation: exploring "loss in translation" from policy aspirations to program design, interrogating the program design, developing a range of learnings from conducting the evaluation, and aligning the learning with policy priorities.