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 ...
Predicting League One: How the BTP Model Works 🤖 BTP Machine Learning Series League One returns after the international break ...
League One Gameweek 40 Preview: Orient Flying, Port Vale Sinking — and the BTP Model Makes Its Debut Gameweek 40 ...
Predicting the Championship: How the BTP Model Works 🤖 BTP Machine Learning Series The Championship resumes after the international break ...
Championship Gameweek 39 Review: Coventry Nine Clear, QPR Humiliate Portsmouth, Hull Back on Track 📅 Gameweek 39 Summary: Competition: Sky ...
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 — BeyondThePrem League One 2025/26 — Season Simulation Monte Carlo model, 10,000 simulated seasons | ...
Championship 2025/26 Season Simulation — BeyondThePrem Championship 2025/26 — Season Simulation Monte Carlo model, 10,000 simulated seasons | Data as ...
League One Gameweek 39 Preview: Orient Riding High, Lincoln Face New-Look Rotherham Gameweek 39 Preview: Competition: Sky Bet League One ...
Championship Gameweek 39 Preview: Playoff Crunch Time Gameweek 39 Preview: Competition: Sky Bet Championship Dates: Fri 20th – Sat 21st ...
League One Gameweek 38 Preview: Lincoln City Close In On The Title, Orient Seek Third Straight Win Gameweek 38 Preview: ...
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.
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