Projects

A small data analysis project comparing Data Analyst job postings in the UK and Poland using LinkedIn data. The Tableau dashboard explores competition levels, experience expectations and the most commonly requested analytical tools.

A data analysis project exploring how discount levels influence profitability using Python and a Power BI dashboard to identify an optimal discount strategy.

A clinical trial case study exploring how statistical analysis translates into clear, decision-ready conclusions.

This project explores how clear, practical MI reporting can support day-to-day operational decisions by making workload, backlog and service performance easier to understand.

A Business Analysis case study exploring how attendance patterns, capacity utilisation and staffing decisions influence day-to-day operations in a UK nursery.

Why I worked on this project Sales data is everywhere. Revenue charts look great in presentations. But one question kept coming back while I was learning and working with commercial data: Does high sales actually mean good performance? In many businesses, revenue becomes the main success metric - often without fully understanding what sits underneath.. This project was my way of stepping back and asking a more uncomfortable, but far more useful question: Where does profit rea

The more I worked with customer data, the clearer it became that the “average customer” rarely exists. This project focuses on understanding real shopping behaviours - not just summary metrics.

E-commerce data can look impressive at first glance - until you step back and ask where revenue really comes from. In this project, I explored sales concentration, seasonality, and customer contribution to understand what truly drives online revenue.