Data & Ethics
Principles guiding data use and professional conduct.
Ethical approach
I value transparency, proportionality, and respect for people when handling data, technology, and decision-making.
Data minimisation
This site collects only the data necessary to function and to respond to enquiries. Unnecessary tracking and data collection are avoided.
Responsible technology use
Where technology or automation is used, the goal is to support people and improve outcomes~ not to obscure accountability or extract value without consent.
Community impact
I~m particularly interested in work that balances technical rigour with social responsibility, community engagement, and ethical governance.