As a pillar of Data Access and Research Transparency (DA-RT), analytic transparency calls for radical honesty about how political scientists infer conclusions from their data. However, honesty about one’s research practices often means discarding the linguistic template of deductive proceduralism that structures most writing, which in turn diminishes the prospects for successful publication. This dissonance reflects a unique dilemma: transparency initiatives reflect a vision of research drawn from the biomedical and natural sciences, and struggle with the messier, iterative, and open-ended nature of political science scholarship. Analytic transparency requires not only better individual practices, such as active citations, but also institutional strategies that reward radical honesty. Journals can provide authors with protected space to reveal research practices, further blind the review process, and experiment with special issues. More broadly, analytic openness can be mandated through procedural monitoring, such as real-time recording of research activities and keystroke logging for statistical programs.