Tools in Context

A practical look at how I use Python in data analysis when Excel is not enough — from scenario testing to deeper analytical insights.

For me, SQL is not just about extracting data — it’s a way of turning vague business questions into clear, testable insights.

A good Power BI dashboard isn’t about showing everything - it’s about highlighting what matters and supporting clear, confident decisions.

Before dashboards or visuals, I use Excel as a thinking space - to explore data, test assumptions and understand the problem I’m trying to solve.