In this workshop, we discuss with you how machine learning approaches can foster climate action. Computational approaches help to better understand what, when and how climate policies work and how public and political debates enable or hinder their implementation. The workshop first showcases some of our research before engaging in a discussion on how to further develop methods and applications.