- Cathy O’Neil: Weapons of Math Destruction
- Sarah Jeong: Internet of Garbage
- Safiya Umoja Noble: Algorithms of Oppression
- Zeynep Tufekci: Engineering the Public
- Baumer, Kaplan, Horton: Modern Data Science with R, Chapter 6
- Matthew Salganik: Bit by Bit, Chapter 6
- Hanna Wallach: Big Data, Machine Learning, and the Social Sciences
- DJ Patil, Hilary Mason, Mike Loukides: Ethics and Data Science
- Ellen Broad: Made by Humans
- UK Cabinet Office Data Science Ethical Framework
- Human Rights Approach to Information During Crisis - NOTE: The principles laid out here, while focused chiefly on human rights and humanitarian aid, are a great foundation for how data scientists should approach data collection, storage, and analysis.
- Manifesto for Data Practices
- The Financial Modeler's Manifesto
- The Behavioural Scientist's Ethics Checklist
- Ten Simple Rules for Responsible Big Data Research
- Ethical Guidelines for Statistical Practice