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Prediction vindicated as Millwall edge out Derby 0-1.

📝 Match Report

How It Unfolded

Millwall beat Derby 0-1 at Pride Park Stadium, Regular Season - 34, in the Championship. With the result on the board, the sections below measure it against everything the model and the numbers projected in advance.

The Model vs The Result

The Poisson model went into this projecting Derby 0.91 xG and Millwall 0.92 xG, a combined 1.82. The scoreboard read 0-1 for 1 actual goal. Derby fell 0.9 short of their projected output. Those figures were built on strength ratings of Derby attack 0.69 / defence 1.04 against Millwall attack 0.86 / defence 0.96, drawn from 33/79 games (CurrentSeason).

On the result, the model split it Derby 33% | Draw 34% | Millwall 33%, with the draw its most likely call at 34%. The actual Millwall win had been the model's second-ranked read at 33%, so the result diverged from the top call without being a shock.

Goals & Markets

The model rated Over 2.5 goals at 28%. The game delivered 1, so it stayed under — a call the model got right. Over 1.5 had been 55% and missed. On both teams to score, the model sat at 36% and the match did not — another call in the model's favour. Historically the two sides average 41% Over 2.5 across their same-competition games (Derby 49%, Millwall 33%), a base rate that agreed with today's under. Their combined BTTS history runs at 45%, which matched the one-sided outcome.

Trading Patterns vs Reality

Derby's trading profile (79 games, 39 home) set some clear expectations: BTTS lands in 48% of their matches — today it did not; they keep a clean sheet 37% of the time, and conceded here.

Millwall's trading profile (79 games, 39 away) set some clear expectations: BTTS lands in 42% of their matches — today it did not; they keep a clean sheet 34% of the time, and duly kept one.

Form vs Result

The form lines were close — Derby 1.53 PPG, Millwall 1.28 PPG — offering no strong steer, and the Millwall win broke the near-deadlock. Derby (home/away splits) managed 0 against a 1.54 scoring average — below par going forward. Millwall (home/away splits) conceded 0 against a 1.15 average — tighter than their form line.

Verdict

Grading the result against the stored data, 2 of 3 pre-match signals came in: result (miss), Over 2.5 (hit), BTTS (hit). The model got the gist right while missing on the margins.

💡 Key Insights