Port Vale v Chesterfield — prediction, stats and goal analysis

League Two · Saturday, 17 October 2026 · 15:00. Final score 1–0 (half-time 1–0). Before kick-off we rated it 56% under 2.5 goals — the match finished with 1, so that call landed. 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 goals44%56%Under
Over 3.5 goals24%76%no pick
Both teams to score51%49%Yes

The result model puts Port Vale at 44%, the draw at 29% and Chesterfield at 27%, from expected goals of 1.32 and 0.96.

Bookmaker prices and where we differ

MarketPriceImpliedOur ratingEdge
Over 2.5 goals2.0845%44%-2%
Under 2.5 goals1.7355%56%+2%
Both teams to score1.8350%51%+1%

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: Port Vale 2.62, draw 3.40, Chesterfield 2.50.

How we got this number

The league sets the starting point. League Two has produced over 2.5 goals in 47% of its matches, and that is where a team with no record of its own would sit.

Each side's own record. Port Vale have 1 in 8 this season (0 of 4 at home), Chesterfield 6 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 38% and 51%.

Last season still counts, briefly. With 8 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 42% and 47%.

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 45%.

Head to head. These sides have met 2 times in three years, producing over 2.5 goals in 0%. 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 42%.

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 40%, from expected goals of 1.32 for Port Vale and 0.96 for Chesterfield. Folding in 30% of that view gives 42%.

Calibration. Tested against 97,729 past matches, our ratings below 55% have run consistently too pessimistic — a figure in the high 30s, for instance, has come in about four points higher. So ratings in that range are lifted part-way back, giving 44%.

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
Port Vale813%13%25%
Chesterfield1060%30%70%

Head to head

25 Jan 25Chesterfield 1–1 Port ValeU2.5
14 Sept 24Port Vale 1–0 ChesterfieldU2.5

More: Port Vale season stats · Chesterfield season stats · League Two table and form. Ratings are calibrated probabilities, not tips — a 60% call is expected to miss two times in five.