● aleavici-football · v1.0-xgboost · 25 October 2026
Championship

Lincoln City vs Birmingham City

Saturday, 31 October 2026 at 12:30
Win probability
48%
Lincoln City wins
24%
Draw
28%
Birmingham City wins
xG Home
1.67
Lincoln City
Blowout %
46%
Dominant win
xG Away
1.22
Birmingham City
Analysis

Our model puts a Lincoln City win at 47.6% in this Championship fixture — a moderate lean. Expected goals run 1.67 to 1.22.

What this probability has been worth

A number is worth what it has been worth. Across 2,324 predictions published before kick-off and scored against the result afterwards, the calls we priced between 45% and 55% came in 47.9% of the time — 706 fixtures in that band. The model claimed 49.5%, so the two are within 1.7 points of each other. In this range the stated probability has meant roughly what it says.

Where we disagree with the market

Bookmakers price Birmingham City at 2.1, which implies about 47.6%. Our model has it at 28% — 19.6 points lower. That is a wide gap, and it is worth being plain about what it means: it is not a claim that the price is wrong and we are right. It means two methods that usually agree have landed far apart on this one, and only the result will say which of them read it better.

A disciplinary record worth knowing

Lincoln City collect 3.2 cards a match, on 13.2 fouls a match, against an average of 2.2. Cards are the one thing here that can change a match rather than describe it: a sending-off rewrites every number on this page.

Early or late

40% of Lincoln City's goals have come after the break, against 56.2% for the sides we measure, over 15 goals. A side that does its scoring early has more to protect than most, and a lead at the break is likelier to be the story of the match than the first act of it.

Market odds
3.40
Lincoln City
3.40
Draw
2.10
Birmingham City
Published 25 October 2026 · aleavici-football
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