How Rankings Work

No paid placements. No editorial guesswork. Every position earned through real player signals and a transparent scoring formula.

Step 01 — Data Sources

Where the signals come from

Every month, hundreds of thousands of player signals are collected from the places where crypto casino communities actually live — not press releases, not affiliate disclosures. Real player conversations.

X (Twitter)

Player posts, win shares, community threads, complaints, hype

Discord

Community server activity, support channels, player reactions

Telegram

Group chats, announcer channels, community sentiment

Community forums

Review threads, discussion boards, player-to-player conversations

Step 02 — Scoring Formula

The four dimensions

Each casino is scored across four independently measured dimensions, then combined into a single composite score using a fixed weighting formula.

0135%

Trust Signal

The heaviest dimension. We track the ratio of real player praise to complaints across community posts and reviews. A high trust signal means players are genuinely vouching for this casino — silence is neutral, not a penalty.

0230%

Community Buzz

How loud is the room right now? Message volume is measured on a log scale so dominant brands can't drown out everyone else. Positive community sentiment lifts the score; negative noise cuts it.

0320%

Big Moments

Big wins drive player engagement and get the community hyped. Measured on a square-root scale — a handful of genuine big moments can score strongly without needing viral volume.

0415%

Momentum

Is this casino trending up or losing ground week over week? Momentum tracks directional movement in player signals. Rising movers push above 50. Casinos with falling sentiment drop below.

Step 03 — Score Smoothing

Preventing noise from flipping rankings

A single viral week shouldn't crown a champion — and a single bad week shouldn't destroy a well-established casino. Scores are smoothed week-over-week to reflect sustained performance over time.

40%

This week's raw score

+
60%

Prior week's smoothed score

=
Final score

Published to leaderboard

Inactivity decay

Casinos that go quiet in the community decay at 70% per week. Consistent player signal activity is what keeps a casino ranked. You can't buy your way in and coast — the community has to keep showing up.

Step 04 — Weekly Publish

Updated every week

The full leaderboard is recalculated and published weekly. Rankings can move significantly in a single week if the community turns — in either direction. Follow @JakzGG on X to catch drops the moment they happen.

What never affects rankings

  • Paid placements or sponsorships
  • Affiliate relationships or commissions
  • Casino requests or editorial pitches
  • Follower counts, ad spend, or brand size

Rankings update every week. Follow to catch momentum movers, trust score shifts, and sentiment changes the moment they drop.