Hi! I’m Donald.
Publications and Articles
I focus on…
1) driving equitable innovation in the spaces where products and services intersect with society and…
2) … understanding the linkages between Trust and Safety, Machine Learning (ML) Fairness and ethical Artificial Intelligence (AI).
Health equity assessment of machine learning performance (HEAL): a framework and dermatology AI model case study
Using societal context knowledge to foster responsible AI
Scaling machine learning fairness with societal context
SDGym: Low-Code Reinforcement Learning Environments using System Dynamics Models
Causal Theories and Structural Data Representations for Improving Out-of-Distribution Classification
Health and Human Rights Journal - VIEWPOINT Participatory Machine Learning Using Community-Based System Dynamics
Harvard Business Review - AI Engineers Need to Think Beyond Engineering
Advancing Community Engaged Approaches to Identifying Structural Drivers of Racial Bias in Health Diagnostic Algorithms
Extending the Machine Learning Abstraction Boundary: A Complex Systems Approach to Incorporate Societal Context
Participatory Problem Formulation for Fairer Machine Learning
Community Based System Dynamics and Machine Learning
Exploring System Dynamics, inclusive ML and societal impact