Hi! I’m Donald.

Publications and Articles

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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).

  1. Health equity assessment of machine learning performance (HEAL): a framework and dermatology AI model case study

  2. Using societal context knowledge to foster responsible AI

  3. Scaling machine learning fairness with societal context

  4. SDGym: Low-Code Reinforcement Learning Environments using System Dynamics Models

  5. Causal Theories and Structural Data Representations for Improving Out-of-Distribution Classification

  6. Health and Human Rights Journal - VIEWPOINT Participatory Machine Learning Using Community-Based System Dynamics

  7. Harvard Business Review - AI Engineers Need to Think Beyond Engineering

  8. Advancing Community Engaged Approaches to Identifying Structural Drivers of Racial Bias in Health Diagnostic Algorithms

  9. Extending the Machine Learning Abstraction Boundary: A Complex Systems Approach to Incorporate Societal Context

  10. Participatory Problem Formulation for Fairer Machine Learning

  11. Community Based System Dynamics and Machine Learning

  12. Exploring System Dynamics, inclusive ML and societal impact