Sales forecasting dashboard

A small business

An analytics dashboard for a small business: their sales data cleaned and modelled, with a demand forecast they use to plan inventory every week.

Team: Solo
Built with: Python and pandas for the cleaning, scikit-learn for the forecasting model, and Streamlit for the dashboard.
Result: The demand forecast is used for the business's weekly inventory planning.

How it fits together

Sales records as the business kept them
Cleaning Python, pandas
Demand forecast scikit-learn
Dashboard Streamlit
Inventory plan every week

What I did

I built this on my own, alongside the e-commerce rebuild. The work was mostly in the data: cleaning and modelling the business’s sales history before anything could be forecast. On top of that sits a demand forecasting model and a Streamlit dashboard.

Result

The forecast is part of how the business plans inventory each week.