Methodology

How the Fan Engagement Score Works

Our Fan Engagement Score (FES) measures the size, growth and commitment of a club's fanbase across social, matchday and digital channels. It's a weighted index built from four core pillars.

Last updated:
The Fan Engagement Score Formula
FES
FBS30%
SEM25%
MC25%
RFI20%
0–100Score

Each pillar is scored 0–100 relative to the club's league, then blended by weight into a single score out of 100. Scores compare clubs within their league — a pillar without enough data redistributes its weight rather than counting as zero. Methodology version fes-v1.

The Four Pillars

30%

1. Social Fanbase Strength

The total size of a club's owned fanbase across the major social platforms.

What Counts
  • Total followers across Instagram, TikTok, X, YouTube and Facebook
  • Log-scaled against league peers — sheer size can't dominate the index
  • Combined cross-platform reach
25%

2. Social Engagement Momentum

How fast a club's total fanbase is growing month over month, relative to its league.

What Counts
  • Month-over-month growth in total followers
  • Relative growth — fair to small fanbases
  • Needs two consecutive months: new entries show – until their second month
25%

3. Matchday Commitment

How well a club fills its ground — average home attendance measured against stadium capacity.

What Counts
  • Average home attendance vs official capacity
  • Fill-rate consistency across the season
20%

4. Relative Fan Intensity

Matchday turnout relative to the size of the club's digital fanbase — devotion per follower.

What Counts
  • Average attendance per total follower
  • Log-scaled against league peers
  • Rewards smaller clubs whose fans actually show up

How We Calculate Each Pillar

1

Collect Raw Data

We collect public data monthly from each platform, plus official matchday attendance reports.

5 platforms + attendance
2

Normalize to a 0–100 Scale

Each pillar is scaled 0–100 against the club's league peers, on a log scale where raw counts span orders of magnitude — so every club competes on the same scale and sheer size can't dominate.

Raw value
Normalized0100
3

Blend by Weight

The four pillar scores are blended by their weights into one score. A pillar that can't be computed yet — like momentum in a club's first ranked month — redistributes its weight instead of counting as zero.

ScoreTime →

Example Calculation

Reading The Global Rankings

The Score Is League-Relative

Three of the four pillars — Social Fanbase Strength, Social Engagement Momentum and Relative Fan Intensity — are scaled 0–100 against a club's own league peers. The score answers “how strong is this club inside its league?”, not “how strong is this club in the world?”. Matchday Commitment is the exception: it is a plain fill rate (average attendance ÷ capacity) and means the same thing in every division.

That is deliberate. Pound-for-pound is the point — a well-supported club in a smaller division should not be buried by a global giant's raw follower count.

What That Means Globally

  • The global rankings are an index across leagues, not a measurement on one shared scale.
  • Two clubs on the same score are each strong among their own peers — that does not prove them equal to each other.
  • Comparisons within a league are exact; comparisons across leagues are indicative.
  • A shared global normalization pool is an open methodology question. fes-v1 does not use one — if that changes it ships as a new, versioned methodology.
View the global rankings

Data Sources

We aggregate public data from the platforms fans actually use, plus official attendance reports.

InstagramTikTokX (Twitter)YouTubeFacebookOfficial attendance reports

Sources are reviewed regularly to ensure quality and consistency.

Important to Know

The Fan Engagement Score is an independent estimate based on public data. It is designed to compare fan engagement signals, not official club performance or financial results.

Frequency

Scores are recalculated monthly and published on the 1st of each month. Rankings update shortly after.

Last updated:
Next update: Sep 2026

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