About
I am a data analyst based in Hamburg, Germany. My career began in accounting and then public-sector audit in South Africa, where I led external audits of national departments and large public entities, and later led data analytics and computer-assisted audit techniques for about 20 audits. I now deliver end-to-end analytics solutions for small and owner-managed businesses.

How I work
- Validation and controls first. I check completeness and accuracy before analysing anything, and I design the checks to run again each time the data changes.
- A structured process. Projects follow CRISP-DM, from business understanding to deployment, with each step documented.
- Plain explanations. I report findings to executive management and turn complex data into decisions people can act on.
- AI-assisted development, checked. I use AI tools to speed up delivery and validate every output before it is relied on.
Resume and contact
Email and telephone are in the footer and in the legal notice.