Understanding the complexity of social-ecological phenomena like climate change, ocean acidification, and biodiversity loss requires interdisciplinary collaboration. However, scholars that engage in interdisciplinary work face the challenge of grasping other disciplines' causal reasoning. Without proper understanding of the presuppositions, theoretical commitments, and justificatory support behind other approaches' causal claims, it is difficult to build systemic representations and to know how well they capture phenomena, which limits the usability both for further research and to inform action.To Francisco León-Medina, Sarah Valdez, and Giangiacomo Bravo for reading my work and helping me improve it.To IAS' students and alumni who were a platform of horizontal learning and made this journey better with your friendship.