The Premier League 2024-25 Season: When Data Meets Reality

2024-25 EPL xG / Luck Charts

The final table is now complete, and while Liverpool ran away with their second Premier League title in the modern era, the most fascinating story might be how dramatically some teams over- and under-performed their underlying metrics.

Nottingham Forest: The Great xG Overperformance

The expected points ratio has Nottingham Forest as finishing 13th, six places and 14.6 points worse off than their actual final standing. As I suspected early in the season, Forest’s remarkable 7th-place finish—securing European qualification (UEFA Euro Conference League) for the first time in decades—was built on consistently outperforming their expected goals (xG), a measure that I call “luck.”

What made Forest’s run so remarkable wasn’t just the scale of their over-performance, but its consistency. Forest’s style of play often invites pressure and opposition chances but that is by design. Unlike other teams that might show positive “luck” at home but negative away (or vice versa), Forest maintained their xG over-performance across all environments throughout most of the season.

However, as regression tends to demand, the magic eventually faded. Forest’s late-season stumble saw them narrowly miss Champions League qualification, though they still secured a European spot that seemed impossible just a few years ago.

The Salary Predictor Holds True (Mostly)

The old Premier League adage that payroll predicts performance largely held this season. Liverpool have won their crown — a second in the Premier League era and record-equaling 20th in English top-flight history, while Arsenal have pretty much second place and will return to the UEFA Champions League, where they are joined by Manchester City, Chelsea, Newcastle United, and Europa League winners Tottenham Hotspur.

The blue-bloods with the highest wage bills ultimately rose to claim the top spots. Manchester United, continuing their recent trend, managed to finish disappointingly low despite their substantial payroll—a perfect example of how money doesn’t guarantee efficiency.

The Magnificent Mid-Table Marvels

The most intriguing stories emerge from the middle of the table, where several clubs punched well above their financial weight. The “three Bs and two Fs”—Bournemouth, Brentford, Brighton & Hove Albion, Fulham, and Forest—all achieved impressive campaigns despite relatively modest wage bills.

Bournemouth can perhaps feel the most aggrieved. Despite finishing ninth in the table, the underlying data suggests their performances were strong enough for a sixth-place finish, a position that would have secured Europa League football. This represents smart recruitment and tactical sophistication overcoming financial limitations.

What unites these overachieving clubs? None showed significant home advantage in their xG metrics, suggesting their success came from systematic tactical approaches rather than fortress-like home environments. Notably, three of these five teams demonstrated positive “luck” in away fixtures, indicating strong mentality and game management on the road.

Newcastle’s Home Fortress Phenomenon

Rankings of EPL stadiums by “Luck” at home. 2024-25 season.

The most striking individual stadium story belonged to Newcastle United. St. James’ Park emerged as the “luckiest” venue in the Premier League this season (see above), with Newcastle dramatically over-performing their xG at home while suffering equally dramatic under-performance away.

This stark home-away split suggests something unique about the Newcastle home environment—whether tactical, psychological, or atmospheric—that consistently pushed results beyond what the underlying numbers suggested they deserved. Paradoxically, this imbalance may have limited their potential; a more even distribution of their “luck” could have yielded even better results.

Crystal Palace: The Selhurst Park Puzzle

At the opposite extreme, Crystal Palace endured remarkably poor fortune at their home ground. Selhurst Park ranked as one of the unluckiest venues in the league, with Palace consistently underperforming their home xG despite their famously passionate support.

The prevailing theory suggests that the exceptional home atmosphere might paradoxically work against Palace, with players becoming overconfident or casual in front of their devoted fans. While this explanation remains speculative, the data clearly shows a venue where good chances consistently went begging. See this link from the Athletic (paywall, of course) where they discuss this very thing.

Crystal Palace (finished 12th) should have also been able to talk about a top-half finish, according to their xG data.

The Bottom Line

The 2024-25 season reinforced that while underlying metrics provide valuable insights into team performance, football’s beautiful unpredictability ensures that “luck”—positive and negative—remains a crucial factor. Forest’s European qualification, Bournemouth’s overachievement, and Newcastle’s home-field advantage all tell stories that pure statistics cannot fully capture.

As we head into the summer transfer window, the clubs that can maintain their positive variance while addressing their underlying weaknesses may find themselves best positioned for 2025-26 success.

What patterns did you notice this season? Share your thoughts in the comments below.

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Following the Money: EPL vs. MLS Salary Distribution Analysis

EPL 2024-25 Salary Distributions by Team

The Premier League Salary Secret

It’s no secret that team salary is one of the strongest predictors of Premier League championships. I regularly highlight this correlation in my xG (expected goals) charts. But what happens when we look beyond total team spending to examine how those salaries are distributed among players?

Are Premier League teams spreading their wealth evenly across the squad, or are they concentrating resources on a few superstars? Let’s dive into the data.

Salary Histogram – Player Salaries for each EPL team (converted into US Dollars)

The Elite Salary Tier: Where Champions Are Made

Looking at the thin red lines I’ve circled on the charts, we can see clear salary outliers. Few players in the EPL earn more than $12M annually, and these elite earners are concentrated among the league’s powerhouses:

  • Manchester City
  • Manchester United
  • Liverpool
  • Arsenal

Each of these clubs maintains multiple players in this elite salary bracket.

The Budget-Conscious Clubs

In contrast, several clubs operate with dramatically different salary structures:

  • Ipswich Town: Most players earn under $2.5M, with just two outliers at $5M and $8M
  • Bournemouth: Rarely exceeds the $5M threshold
  • Brentford: Similar conservative salary structure
  • Wolverhampton: Features a left-heavy distribution that tapers linearly toward $5M
  • Southampton: Few players above the $5M mark

These distinct distribution patterns reflect each club’s business strategy and financial resources.

MLS: A Different Financial Universe

MLS Player Salary Histograms – Current 2025 season

The contrast between EPL and MLS salary structures is striking.

In MLS:

  • Only one player earns over $10M (Lionel Messi at Inter Miami)
  • Teams show distinct strategies:
    • Seattle Sounders and Real Salt Lake: Heavy concentration of players at league minimum ($71K)
    • Vancouver, Sporting KC, New England Revolution, San Jose: More evenly distributed salaries
    • Inter Miami and NY Red Bulls: 15 players at league minimum with just a few high earners

Miami’s Star Strategy

Inter Miami concentrates its resources on three global stars:

  • Luis Suárez
  • Lionel Messi
  • Sergio Busquets

The Big Picture: Money and Competitive Strategy

This salary analysis reveals fascinating differences in team-building approaches:

  • Elite EPL clubs: Often backed by sovereign wealth funds or billionaire owners, these teams can afford multiple top-tier salaries
  • Mid-tier EPL clubs: Teams like Bournemouth, Brentford, and Brighton focus on talent development and advanced scouting to remain competitive
  • Underperforming big spenders: Some teams (looking at you, Spurs and Man United) aren’t maximizing their return on substantial salary investments
  • MLS clubs: Operating in a different financial ecosystem entirely, with only Miami able to compete with even mid-tier EPL clubs in terms of star power

What’s your take on these different financial strategies? Which approach do you think creates the most sustainable success? Let us know your thoughts in the comments below!

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English Premier League with Two Match days to Go!

Trends in the EPL are very intriguing as the season comes to a close. We’ve seen Liverpool and Arsenal dominate throughout the year, but now there are some clubs peaking and charging up the table. Let’s look at our standard xG/Luck charts and see what’s there.

Current EPL xG plot (5/6/25). Ordered by points.

Below is the chart from January 2025 for comparison.

EPL xG chart from January 2025.

Premier League European Race: What Trends do We See between January and May?

Nottingham Forest: Sliding Down the Table

  1. Nottingham Forest’s European dreams appear to be fading as their xG (expected goals) ratio has declined significantly from 1.15 in January to approximately 0.85 now. This substantial drop coincides with their fall from third to sixth in the table.
  2. While they continue to overperform their expected goals both at home and away (positive “Luck” metrics), the underlying expectations have decreased. Unless they can reverse this xG trend quickly, European football likely remains out of reach.

Chelsea: The Dark Horse Rising

  1. Chelsea’s strong underlying metrics are finally translating to results. Their consistently high xG ratio suggested better performances were coming, and now with improved home “Luck” metrics, they’re climbing the table. Their recent victory over Liverpool demonstrates they’re serious contenders for European qualification.

Bournemouth: Excellence Without Reward

  1. Despite maintaining an impressive xG ratio throughout the season, Bournemouth has slipped behind Aston Villa in the standings. Villa’s strategic additions (including Marcus Rashford) and Champions League experience may have given them the edge, likely leaving Bournemouth just short of European competition despite their excellent campaign.

Manchester City: Champions’ Resilience

  1. Even without star striker Erling Haaland, Manchester City has shown remarkable resilience. After dropping points earlier, they’ve steadily climbed back up the table. With a favorable remaining schedule against weaker opposition, their Champions League qualification looks increasingly secure.

Europa Cup Twist

  1. The upcoming Tottenham Hotspur vs. Manchester United Europa Cup final adds another layer of intrigue to the qualification race. The winner will secure an automatic Champions League berth, potentially affecting qualification opportunities for teams between them and the top six.

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