Python Data Analysis
In progress
Tools
- Python
- Pandas
- Data Visualisation
Business question
To be defined once the dataset and scope are selected.
TypeExploratory Data Analysis

Projects covering reporting, data modelling and analysis. Each case study explains the problem, what I built and how I checked the result.
How can a retail-style database be turned into a reusable reporting layer for reliable KPI, customer, product, fulfilment and web analysis?

How do reported salaries and career patterns vary across roles, technologies, experience and other respondent characteristics?

How can episode-level convention timing be entered, validated and summarised into reliable series- and episode-level reporting?

In progress
To be defined once the dataset and scope are selected.
