Business experience.
Analytical rigor.

I bring 11+ years of hands-on experience across business development, sales, CRM, manufacturing and entrepreneurship. That experience shapes how I approach analytics — with an understanding of the business behind the numbers.

I don't start with a dashboard or a SQL query. I start with the business question, validate the data, analyse the evidence and translate the findings into insights that can support better decisions.