Our recent article published in Nature Machine Intelligence discusses the importance of interpretability of deep-learning models, in particular when used to achieve the Sustainable Development Goals:

https://www.nature.com/articles/s42256-021-00414-y

Do not miss the video discussion with the co-author of the study, Beril Sirmacek, where we talk about the implications for AI and policy development: