Analytics and intelligence, bias modeling for the 3rd team on the field.
This page tracks multi-season Ligue 1 scoring and cards shown trends against league baselines. Figures come from 1,363 games with season scope controls below. Expect descriptive trend tables and narratives, not forecasts or picks.
This page summarizes historical referee patterns in Ligue 1 games, including scoring, cards shown, and how often games finished above a fixed benchmark.
These are historical associations, not predictions. They do not show that an official caused the scoring or cards shown differences. Not betting advice.
League context
goals per game
-0.1 vs prior season
per game
goals combined
Fixed reference for over/under rate
Recent high-confidence patterns
Whistle
Whistle delta vs avg
Games officiated by Mathieu Vernice have averaged 2.7 more cards shown than the league average.
Whistle
Whistle delta vs avg
Games officiated by Eric Wattellier have averaged 3.0 fewer cards shown than the league average.
League scoring held steady year over year (2024-25 to 2025-26). Cards fell (-0.5 cards).
| Season | Matches | Avg goals | Avg cards |
|---|---|---|---|
| 2021-22 | 380 | 2.8 | 20.2 |
| 2022-23 | 380 | 2.9 | 21.5 |
| 2023-24 | 380 | 3.3 | 22.1 |
| 2024-25 | 380 | 2.9 | 22.1 |
| 2025-26 | 380 | 2.8 | 21.6 |