BTP Weekly Digest | 29 March 2026 – 05 April 2026
Championship Millwall made the most dramatic statement of the Easter weekend, with Josh Coburn scoring twice against former club Middlesbrough...
BTP Weekly Digest | 22 March 2026 – 29 March 2026
Championship The biggest talking point of the week had nothing to do with results. Ipswich Town chairman Mark Ashton was...
WSL Gameweek 19 Preview
WSL Gameweek 19 Preview: City’s Title Push at Old Trafford — Arsenal and Spurs Battle for Europe Gameweek 19 Preview:...
Predicting the WSL
Predicting the WSL: When the Model Tells You Something Unexpected 🤖 BTP Machine Learning Series The WSL model was built...
Predicting League One: How the BTP Model Works
Predicting League One: How the BTP Model Works 🤖 BTP Machine Learning Series League One returns after the international break...
League One Gameweek 40 Preview
League One Gameweek 40 Preview: Orient Flying, Port Vale Sinking — and the BTP Model Makes Its Debut Gameweek 40...
Predicting the Championship
Predicting the Championship: How the BTP Model Works 🤖 BTP Machine Learning Series The Championship resumes after the international break...
Championship Gameweek 39 Review
Championship Gameweek 39 Review: Coventry Nine Clear, QPR Humiliate Portsmouth, Hull Back on Track 📅 Gameweek 39 Summary: Competition: Sky...
League One Gameweek 39 Review
League One Gameweek 39 Review: Orient's Hat-Trick of Wins as Lincoln March On 📅 Gameweek 39 Summary: Competition: Sky Bet...
League One 2025/26 Season Simulation
League One 2025/26 Season Simulation — BeyondThePrem League One 2025/26 — Season Simulation Monte Carlo model, 10,000 simulated seasons | ...
Beyond The Prem
Data-first football writing
This site is a hobby project run by a former healthcare professional and computing graduate who likes football and data. There's no monetisation agenda, no ads, and no ambition to become the next big football media brand.
What there is: ML-backed match previews, honest accountability when the model gets it wrong, and analysis covering the Championship, League One and WSL that tries to be genuinely data-driven rather than just opinion dressed up in numbers.
Hull City season ticket holder and Leyton Orient follower — both covered on the site, no bias applied.
Posts go up most days during the season. The model's predictions are published before kick-off and the results tracked openly — good weeks and bad ones.
No agenda. No spin. Just the numbers.