About
I come from inside operations. Warehousing, shipping and shift reports are part of my daily work, and most of my projects start there.
When a process is done by hand again and again, when decisions rest on gut feeling, or when the effect of an investment cannot be seen in advance, I try to turn it into a small, usable tool. This started with Excel and Power BI and now continues with Python, web apps and AI-assisted development.
How I work
- Start from the floor: I clarify the problem and constraints first. No data access means rule-based; no internet means offline.
- Think of the user: A manager seeing results from a few parameters is worth more than a detailed screen.
- Lean mindset: Suggestion systems and kaizen are where many of my tools begin.
- Build with AI: I write code together with AI, and make the decisions and architecture myself.
Tools
Excel, Power BI and DAX, SQL, Python (pandas, Streamlit, PySide6), web apps, MCP.