Understanding what the numbers mean.

My academic background includes BSc and MSc study in Economics. It provides a foundation for thinking about incentives, performance, constraints and the trade-offs behind business decisions.

My analytical toolkit includes Excel, Power BI, SQL and Python, supported by data cleaning, exploration, statistical analysis and visualisation. I have completed professional training in analytics and built practical projects.

I am developing further into Data Science while keeping business relevance and clear communication at the centre of the work.

How I approach a question

  1. Understand the decision and its context.
  2. Examine the data and document its limitations.
  3. Analyse patterns with appropriate tools.
  4. Communicate findings and useful next steps.