I lead product and data work where consumer insight meets practical AI. At Experian, I manage a lean team and keep a mature cross-regional platform stable while introducing pragmatic automation inside the group. Earlier, at Toyota Financial Services, I worked on analytics-driven retention and remarketing. I like small public builds, fast learning loops, and writing up what worked.
What I'm good at
- Translating business goals into simple system designs
- Coaching teams to use AI as leverage, not theater
- Rapid learning cycles and clear instrumentation
- Vendor and partner pragmatism to improve unit economics
What I avoid
- Compliance-only busywork roles
- Conference-heavy, outbound-sales cultures
- Big-bang builds without feedback
How I Work
Frame the problem and success metrics
Map signals, constraints, and simplest viable loop
Build a thin slice, ship, and measure
Keep the parts that work, remove the rest
Now / Next
Now: leading a small team at Experian, improving reliability and workflow with lightweight AI. Next: sharing more public builds and notes from the lab so others can reuse what works.
Ways to Collaborate
Advisory
Scope a practical AI or data initiative, define success, and plan the first two experiments.
For AI-Curious Explorers
Kick around ideas, co-design a lightweight pilot, or explore a partnership.
Speaking & Workshops
Experimentation, data-informed product, and small public builds.