Derby v Stoke City — prediction, stats and goal analysis

Championship · Saturday, 17 October 2026 · 15:00. Final score 0–1 (half-time 0–0). Before kick-off we rated it 51% over 2.5 goals — the match finished with 1, so that call missed. That rating was frozen into a version-controlled ledger before the game and has not been touched since.

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Our ratings for this match

MarketYesNoOur call
Over 2.5 goals50%50%Over
Over 3.5 goals26%74%no pick
Both teams to score56%44%Yes

The result model puts Derby at 38%, the draw at 28% and Stoke City at 34%, from expected goals of 1.26 and 1.17.

Bookmaker prices and where we differ

MarketPriceImpliedOur ratingEdge
Over 2.5 goals2.0047%50%+3%
Under 2.5 goals1.8053%50%-3%
Both teams to score1.7354%56%+2%

Implied percentages have the bookmaker's margin removed, so they add to 100 and can be compared with our rating directly. Edge is simply the gap between the two. A positive edge means our model thinks the outcome is likelier than the price suggests — it is not a tip, and a high probability with a negative edge is a poor bet however safe it looks. Prices are a pre-match snapshot from a single bookmaker and move constantly.

Match odds: Derby 2.90, draw 3.40, Stoke City 2.35.

How we got this number

The league sets the starting point. Championship has produced over 2.5 goals in 53% of its matches, and that is where a team with no record of its own would sit.

Each side's own record. Derby have 6 in 10 this season (3 of 5 at home), Stoke City 8 in 10 (4 of 5 away). Those records are pulled toward the league rate with the weight of about 24 matches — enough that two or three unusual games cannot swing a rating — giving 55% and 61%.

Last season still counts, briefly. With 10 and 10 games played this season, last season's rates are still blended in and fade out entirely by game 40 — the point at which our testing showed they stop adding accuracy. A single season is part luck, so each club's record is first pulled toward the league average by 34 games' weight. That moves the two figures to 53% and 51%.

The mix. Weighted 40% home side, 40% away side and 20% league — the split that beat every alternative across 30,582 matches of testing — that gives 52%.

Head to head. These sides have met 4 times in three years, producing over 2.5 goals in 50%. That nudges the number 5% of the way toward the head-to-head pattern — deliberately small, because fixtures change more than reputations do — landing on 52%.

Goal expectation. Separately a Poisson model built from attack and defence strength — using real expected-goals data where the league has it — puts this match at 44%, from expected goals of 1.26 for Derby and 1.17 for Stoke City. Folding in 30% of that view gives 50%.

This breakdown is generated from the same inputs the rating uses, so it cannot describe a calculation we did not perform. The full model is set out in the methodology.

Season form

TeamGamesO2.5O3.5BTTS
Derby1060%20%60%
Stoke City1080%40%80%

Head to head

6 Apr 26Derby 2–0 Stoke CityU2.5
9 Aug 25Stoke City 3–1 DerbyO2.5
3 May 25Derby 0–0 Stoke CityU2.5
2 Nov 24Stoke City 2–1 DerbyO2.5
30 Dec 21Stoke City 1–2 DerbyO2.5
18 Sept 21Derby 2–1 Stoke CityO2.5

More: Derby season stats · Stoke City season stats · Championship table and form. Ratings are calibrated probabilities, not tips — a 60% call is expected to miss two times in five.