About
System first.
Then automate what repeats, responsibly.
What I do
I build forecasting and planning flows that teams can run without heroics. Clean inputs, written assumptions, and outputs that make the next decision obvious.
Personal site and portfolio. No employer context. Public examples use synthetic values.
How I work
- Write assumptions down
- Track error, bias, and drift
- Define owners and handoffs
- Build guardrails so the spreadsheet can’t lie