HOW I WORK
From an ambiguous problem to a product decision
I start by clarifying the problem, the evidence available and the decision the team needs to make. I combine qualitative research, behavioural data and experiments, then turn the findings into priorities, interaction models and prototypes. I stay involved through engineering handoff, QA and iteration. I use AI to support the workflow while keeping responsibility for the reasoning and the quality of the result. I’m particularly interested in AI- and ML-enabled experiences where complex system behaviour needs to become understandable and trustworthy.
- Based in
- Singapore
- ninnacao@gmail.com
- Phone
- +65 8847 7466
























