anik ghosh

Who wins the Premier League?

Simulating the rest of the season…

What should count more?

Form (xG)
best fit on past seasons
Squad value

 Projected finish Points
(played)
Proj.
points
Likely
range
Squad
value
npxG
per game
npxGA
per game
Wins title Top 4 Relegated

Ordered by average points across 10,000 simulated seasons. Likely range is where a club finishes on points in 8 out of 10 simulated seasons. npxG is expected goals without penalties, season to date. Lines mark the top four and the bottom three.

How it works

  1. Rated on squad value and xG

    Every club gets two ratings: its squad's market value on Transfermarkt, and its expected goals for and against per game on Understat.

  2. Recent form carries more weight

    The rating is 70% form and 30% squad value. Early in the season, when only a few games have been played, form also uses last season's xG.

  3. Simulated 10,000 times

    Every remaining fixture is simulated 10,000 times. Title, top-four and relegation chances are the share of simulations in which each happened.

Would it have worked?

Tested on the last 11 seasons

Each past season was predicted by a model fitted on the other seasons, using only what was known at the time.

Predicting fromChance given to the eventual championFavourite won the title

What it doesn't know

It's a toy model for exploring the question, not betting advice.

Data from Understat (fixtures, results, expected goals) and Transfermarkt (squad values), fetched once a week.