This is a framework for applying data science methods for humanitarian outcomes. It aims to provide a set of ethical and practical guidelines for humanitarian data collectors, users, and stakeholders to consider when applying data science for humanitarian work. This work is at the juncture of data science (in particular AI), ethics, responsible data management, humanitarian innovation, and humanitarian principles and standards.