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 ...
Tag: League One 2025-26
League One Gameweek 40 Preview
League One Gameweek 40 Preview: Orient Flying, Port Vale Sinking — and the BTP Model Makes Its Debut Gameweek 40 ...
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 | ...
League One Gameweek 36 Preview
League One Gameweek 36 Preview: Title Decider at the Top as Relegation Battle Intensifies Gameweek 36 Preview: Competition: Sky Bet ...
League One Gameweek 31 Review
League One Gameweek 31 Review: Lowe Sacked as Peterborough Run Riot Gameweek 31 Summary: Competition: Sky Bet League One Dates: ...
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.