01
Start with the question
Define the decision, audience and constraint before reaching for a method or tool.
About
An engineering foundation, applied to customers and business systems.
My path spans chemical engineering, program management, customer research and operations in Germany. The common thread is a practical interest in how complex systems work—and how they can work better for people.
The story
From technical systems to commercial questions.
Chemical engineering trained me to break complicated problems into components, work with imperfect information and balance performance against real constraints.
I then moved closer to customer and business questions through program management and customer research. That shift sharpened my interest in why people choose, where processes fail and how teams turn evidence into action.
Working in operations in Germany added a frontline perspective: good strategy only matters when it can survive the details of execution. Today, I am especially interested in roles where marketing, growth, operations, analytics and AI reinforce one another.
How I work
A simple approach to ambiguous business problems.
02
Look across the system
Connect customer behaviour, operational reality and commercial context—not just one metric.
03
Make insight usable
Translate research and analysis into a clear recommendation, owner and next step.