I am an AI and data specialist, remediator, educator, and consultant working at the intersection of technology, ethics, privacy, and professionalism. My work focuses on helping professionals and organizations understand how AI and data systems actually function in practice - and how to use them responsibly, lawfully, and with public trust in mind.
I bring together years of award winning academic research, private and public sector consulting, and public speaking to explore the ethical, legal, and social implications of AI, automation, surveillance-based technologies.
Remediation
I provide professionalism and ethics remediation services, with a particular focus on issues involving AI, data practices, privacy, and PHIPA compliance. My work supports professionals and organizations in addressing concerns in a manner that is structured, proportionate, fair, and aligned with respective professional, legal, and regulatory obligations.
​
Remediation involves review of existing practices, documentation, policies, or decision workflows. It also includes identification of areas of ethical or regulatory misalignment, as well as development of clear corrective steps to reduce future risk while supporting/augmenting ongoing practice. Where AI or automated systems are involved, I focus on how these tools are used in practice rather than on technical performance.
​
The purpose of my remediation work is to support accountability, restore confidence, and reinforce professional standards in the use of data and emerging technologies to assist professionals and organizations in returning to work.
Consulting
I consult with public and private-sector organizations on the responsible use of data and AI systems, with a particular focus on risk, governance, and accountability.
My work includes:
-
Identifying ethical, legal, and reputational risks related to AI and automated systems
-
Reviewing business plans, AI strategies, and internal policies to identify and address risk
-
Supporting organizations to develop clearer, safer, and trustworthy data and AI practices
-
Training professionals on the professional, legal, and ethical requirements in their industry
.avif)

