PricePoint Dynamics

An interactive dashboard for the UK supermarket competitive landscape.

UK grocery prices shift constantly across five major retailers, with no easy way to compare true costs, spot which store moves first, or know what a product will cost tomorrow. This dashboard turns 9.5m raw price records into a live intelligence layer that answers exactly that — built end-to-end, from data pipeline to a trained, explainable machine learning model.

Ingest
9.5M+ daily prices from 5 major retailers
Match
AI links the same product across every store
Predict & explain
A trained model forecasts prices, transparently

Project highlights

Total price records analysed
9.5m
Comparable products identified
68.6k
Price prediction model accuracy
£0.15
Average error (MAE) · R² 0.965 · trained on 5.2m rows

Navigating the dashboard

Market Overview
A high-level view of retailer pricing and product portfolios.
Basket Analysis
Compare the cost of standardised shopping baskets across stores.
Price Predictor
An interactive tool to predict product prices using the trained model.
Model Insights
Understand why the model makes its predictions.
Market Dynamics
Explore price leadership and market competitiveness over time.