Resources on improving user experiences (UX) for artificial intelligence (AI) with regard to ethics, diversity and inclusion are compiled here. These resources are primarily related to machine learning, but can be used for any technologies.
Last updated: March 30, 2021.
Resources are added as they are curated - Contact Carol with recommendations. Content was initially posted on Medium on Mar 29, 2020.
By Dan Brown. Sep 18, 2018.
Organized by Anna Abovyan, Theora Kvitka and Allison Cosby of the Pittsburgh IxDA Chapter for World Interaction Design Day 2019.
By Casey Fiesler. Oct 15, 2018.
via Harvard University
by Carol Smith (me), Carnegie Mellon University, Software Engineering Institute.
Paper: “Datasheets for Datasets” on arxiv by Timnit Gebru, Jamie Morgenstern, Briana Vecchione, Jennifer Wortman Vaughan, Hanna Wallach, Hal Daumé III, Kate Crawford
Markdown for Datasheets for Datasets by JRMeyer (GitHub — includes LaTeX version)
by David Dao
by Jessica Fjeld and Adam Nagy, Harvard University — Download the visualization!
Updated weekly from students in Casey Fiesler’s Information Ethics and Policy classes at CU Boulder.
from the Montreal AI Ethics Institute
from The Institute for Ethical AI & Machine Learning
from Fast Company
by Safiya Noble
by Virginia Eubanks
by Caroline Criado Perez
by Gary Marcus, Ernest Davis
by Sara Wachter-Boettcher
by Cathy O’Neil
My writings on the topic are below and you can also find my presentations on SlideShare.
Checklist to prompt intentional, uncomfortable conversations (same as linked above): Designing Ethical AI Experiences: Checklist and Agreement Carnegie Mellon University, Software Engineering Institute, Fact Sheet.
“Designing Trustworthy AI: A Human-Machine Teaming Framework to Guide Development.” — Paper presented at AAAI (Association for the Advancement of Artificial Intelligence) Symposium FSS-19: Artificial Intelligence in Government and Public Sector. Hosted at Carnegie Mellon University.
Essay published in War on the Rocks.
Invited essay published in the Journal of Usability Studies by UXPA.