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Stats, ELO, and Building a Leaderboard That Matters

How GotNext tracks player stats and uses an ELO rating system to power competitive leaderboards.

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One of the most requested features since GotNext launched has been better stat tracking and a rating system that reflects actual skill. Wins and losses are a start, but they don't tell the whole story. A player who beats the #1 ranked player should gain more than a player who beats someone brand new.

That's why I implemented an ELO rating system for the leaderboards.

Why ELO?

ELO is a well-understood rating system originally developed for chess. The core idea is simple: your rating goes up when you win and down when you lose, but the amount of change depends on the strength of your opponent. Beat someone rated higher than you, and your rating jumps significantly. Lose to someone rated lower, and it drops more.

It's not perfect for every competitive context, but it's battle-tested, easy to understand, and gives players a single number that represents their relative skill level on the platform.

ELO for Leaderboards, Not Matchmaking

An important distinction: I'm using ELO for leaderboard rankings, not for matchmaking. On GotNext, players choose their own matches and opponents. You browse a ladder, find someone to play, and challenge them. The ELO rating is there to rank you on the leaderboard and give context to your wins and losses.

This was a deliberate decision. Automated matchmaking based on ELO works well in games with huge player pools (think League of Legends), but for a platform with a smaller, community-driven player base, it would create long wait times and frustrating mismatches. Letting players choose their opponents keeps things social and keeps the queue times at zero.

The ELO leaderboard still incentivizes playing strong opponents. If you want to climb, you need to beat players rated above you. Farming wins against low-rated players won't move your rating much.

Stat Tracking

Beyond ELO, every player on GotNext has a stat profile that tracks:

  • Win/Loss record per ladder and overall
  • Win streak (current and best)
  • ELO rating with rating history over time
  • Tournament placements with results from every event
  • Match history with dates, opponents, and outcomes

I want players to feel like their competitive history on GotNext means something. Every match is recorded. Every tournament placement is tracked. When you look at a player's profile, you get a full picture of their competitive career on the platform.

The Leaderboard Experience

Leaderboards are public and sortable. You can see rankings per ladder (Gears 1v1, Gears 4v4, etc.), and each entry shows the player's gamertag, ELO rating, win/loss record, and current streak.

Getting the leaderboard UI right took a few iterations. The first version was a basic table, which was functional but not engaging. I added rank icons for the top 3 positions, color-coded win streaks, and made each row clickable to view the full player profile. Small touches, but they make the leaderboard feel like something worth competing on.

What's Coming

One area I'm excited to explore is using ELO ratings for tournament seeding. Instead of random or manual seeding, the platform could seed brackets based on each player's ladder rating. Higher-rated players get top seeds, which means better bracket distribution and more competitive finals. It's a natural extension of having a rating system already in place.

I'm also looking at seasonal resets, where ELO ratings reset periodically to keep the leaderboards fresh and give new players a real chance to compete. The exact cadence (monthly, quarterly) is something I'm still figuring out based on community feedback.

If you haven't checked your stats on GotNext yet, go take a look. And if you think you should be ranked higher, that's what the ladders are for.

    Stats, ELO, and Building a Leaderboard That Matters | GotNext.gg