I regularly write and contribute commentary on AI, fairness and insurance for major media outlets, including the Australian Financial Review, ABC, SBS, Forbes and The Conversation, as well as leading actuarial publications.
I am the columnist for the Responsible AI column in Actuaries Digital, the magazine of the Actuaries Institute. [Read more]
For media enquiries, interview requests or expert commentary, please get in touch via the Contact page.
Insurance Business (2026)
Why the same insurance risk can now produce very different prices
[Read more]
Australian Financial Review (2026)
Suncorp vacuums up ancestry and yoghurt-eating data to price policies
[Read more]
ABC News (2026)
If your home is underinsured, it comes with big risks, experts say
[Read more]
SBS Australia Radio (2026)
Is your coverage sufficient? Home underinsurance can lead to significant losses (in Mandarin)
[Read more]
The Canberra Times (2026)
What Travel Insurance Covers and Doesn’t Cover — and Common Traps
[Read more]
ABC News (2026)
How to Decide What Type of Car Insurance Is Best for You
[Read more]
SBS Australia Radio (2026)
Rising car insurance premiums: are you choosing the right policy? (in Mandarin).
[Listen to interview]
Money (2025)
How Insurance Really Works and How to Get the Best Deal
[Read more]
UNSW Newsroom (2025)
The Retirement Blind Spot: Is the super system failing vulnerable members?
[Read more]
Info360 (2024)
Why your insurance premiums keep going up
Explains the key drivers of rising insurance premiums and how consumers can respond.
[Read more] [UNSW Newsroom]
Forbes (2024)
How Much Is Home and Contents Insurance in Australia
[Read more]
ANZIIF (2023)
How to Manage Bias in Insurance Data and Algorithms
[Read more]
Value Driven Data Science Podcast (2022)
Episode 3: Fairness and Anti-Discrimination in Machine Learning
[Listen to episode]
UNSW Newsroom (2022)
Pricing fairness: tackling big data and COVID-19 insurance discrimination
SBS Australia Radio (2021)
Better protecting personal information may prevent invisible insurance discrimination (in Mandarin).
Australian Financial Review (2026)
AI doesn’t need your race to discriminate against you
[Read more]
Business Think (2026)
When AI meets insurance: Fairness, climate and the future of cover
[Read more]
The Conversation (2026)
Insurers have a lot of data about us. Where do they get it, and how do they use it?
[Read more] [UNSW Newsroom]
Business Think (2026)
A four-step framework: improving fairness in insurance pricing
[Read more]
Actuaries Digital (2026)
When algorithms set your premium
Reflects on lessons from the Responsible AI & Analytics for Insurance Workshop, co-hosted by the Wharton School and UNSW Business School
Knowledge at Wharton (2026)
When AI Transparency Backfires
Shows how models may appear fair in explanations while still producing biased real-world outcomes—highlighting the need for more thoughtful transparency.
[Read more]
Actuaries Digital (2026)
Beyond Accuracy: What Responsible AI Looks Like in Catastrophe Modelling
Reflects on how AI in catastrophe modelling requires more than predictive performance, highlighting challenges around transparency, bias, and model stability.
Contingencies (Magazine of the American Academy of Actuaries) (2026)
Designing Fairness in Insurance Pricing
Explores how actuarial science can address ethical challenges in AI-driven pricing.
[Read more]
Referenced by the President of the American Academy of Actuaries in a presidential message on ethical AI and actuarial standards.
Reflects on research that received the Academy Award for Research (American Academy of Actuaries).
The Actuary Magazine (Magazine of the Society of Actuaries) (2026)
Ensuring Fairness in Insurance Pricing
Examines fairness principles and their implications for actuarial practice.
[Read more]
Reflects on research that received the North American Actuarial Journal Best Paper Award.
Actuaries Digital (Magazine of the Actuaries Institute) (2026)
Why AI Interpretations Might Be Lying to You
Examines the limitations of model interpretability tools in practice.
[Read more]
Financial Standard (2026)
One Size Doesn’t Fit All: Is the Super System Failing Vulnerable Members?
Highlights inequalities in retirement outcomes across socio-economic groups.
[Read more]
Featured in Business Think [Read more]
Actuaries Digital (2025)
The Price of Loyalty: Rethinking Optimisation in Insurance Pricing
Highlights how pricing optimisation may unintentionally disadvantage certain groups.
[Read more]
Actuaries Digital (2025)
Achieving Fairness in Data-Driven Decision Making
Discusses practical approaches to fairness in machine learning systems.
[Read more]
The Actuary Magazine (Magazine of the Institute and Faculty of Actuaries) (2025)
Check Your AI: A Framework for Its Use in Actuarial Practice
Provides a structured approach to responsible AI deployment.
[Read more]
Business Think (2025)
How Socio-Economic Factors Drive Life Expectancy Gaps
Examines disparities in longevity and their policy implications.
[Read more]
Actuaries Digital (2025)
When Students Become Startups
Showcases innovative approaches to actuarial education and industry engagement.
[Read more]
Business Think (2024)
Beyond Black Box AI: Pitfalls in Machine Learning Interpretability
Discusses risks of over-reliance on interpretability techniques.
[Read more]
Business Think (2023)
If You Get a Genetic Test, Could a Life Insurer Use It Against You?
Discusses ethical and regulatory considerations in underwriting.
[Read more]
Business Think (2023)
Home Insurance Is on the Rise. Is There an Affordable Solution?
Explores the affordability crisis driven by climate risk.
[Read more]
Actuaries Digital (2023)
Multi-state Modelling of Customer Transitions
Demonstrate how multi-state customer transition analysis offers deeper insights into how a policyholder's transition history is associated with their decision-making.
[Read more]
IMD & BusinessThink (2022)
How insurers can mitigate the discrimination risks posed by AI
Selected for a special print edition of BusinessThink celebrating UNSW Sydney’s 75th anniversary (2024).
Actuaries Digital (2022)
UNSW Data Analytics Sandbox empowers young actuaries to help solve industry problems
Showcases innovative approaches to actuarial education and industry engagement.
[Read more]
