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FOOTBALLChampionshipmatch-preview19/10/20262 min readMatchSense Model

Bolton vs Middlesbrough Prediction — Model Probabilities for 23 October 2026

MatchSense model probabilities for Bolton vs Middlesbrough on 23 October 2026. With recent form and previous meetings for context.

Key takeaways

  • The model's highest probability outcome is Middlesbrough at 53.6%.
  • Middlesbrough: 53.6%.
  • Draw: 23.9%.
  • Bolton: 22.5%.
  • Bolton are 15th in the table, Middlesbrough 3rd.
  • The estimate is revised when confirmed team sheets arrive.

Bolton host Middlesbrough on 23 October 2026, 19:00 UTC in Championship. What follows is the MatchSense model's read on this fixture, with the recent record of both sides for context.

Bolton come into this 15th in the Championship table with 14 points; Middlesbrough are 3rd on 22 points — 12 places apart in a 24-team competition.

Who does the model favour?

OutcomeModel probability
Middlesbrough53.6%
Draw23.9%
Bolton22.5%

Read a probability as a long-run frequency: a 55% call means fixtures that look like this one finish that way roughly 55 times in 100.

Recent form

Across their last 10, Bolton show 3 wins, 2 draws and 5 defeats, keeping 3 clean sheets. Middlesbrough have gone 9 matches without defeat, scoring 2.0 a game.

How are these numbers produced?

It starts from a Dixon-Coles style goal model, adds Elo ratings, recent results, home advantage and squad availability. A first estimate goes out well before kickoff; a second follows when the team sheets are confirmed.

The full method is in How the MatchSense Prediction Model Works and How to Read Football Prediction Probabilities.

Go deeper


This page is analytical and educational. Probabilities are not guarantees of any result.

Frequently asked questions

Who is more likely to win, Bolton or Middlesbrough?

The MatchSense model gives Middlesbrough the highest probability at 53.6%. That is a real but not decisive edge over the other results.

When do Bolton and Middlesbrough play?

Kick-off is scheduled for 23 October 2026, 19:00 UTC in Championship.

What form are Bolton and Middlesbrough in?

Across their last 10, Bolton show 3 wins, 2 draws and 5 defeats, keeping 3 clean sheets. Middlesbrough stretch an unbeaten run of 9 into this one, scoring 2.0 a game. Recent form is one of the inputs behind the probabilities above.

How is the model's accuracy measured?

Accuracy is measured with Brier score and log loss over thousands of completed fixtures, which is what makes a 60% call mean roughly 60 in 100 — not a certainty about this one.

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