About SAM

A score that explains what it predicts.

SAMscore estimates pickleball skill from real match results, then keeps adjusting as more evidence comes in.

What is SAM?

SAM stands for Skill Approximation Metric.

The goal of SAM is simple: estimate how strong a player is based on the matches they actually play.

No rating system can measure skill directly. Pickleball skill includes shot selection, consistency, athleticism, teamwork, decision-making, experience, and plenty of other things that do not fit neatly into one number. SAM looks at outcomes and continuously updates its estimate of a player's skill level over time.

Think of a SAM score as an educated guess that gets smarter with every match.

How does the rating work?

SAMscore uses a modified rating system inspired by systems like Elo and Glicko.

  • Players gain points when they perform better than expected.
  • Players lose points when they perform worse than expected.
  • Beating strong opponents is worth more than beating weaker opponents.
  • Tying a stronger team can still improve your rating.
  • Singles and doubles ratings are tracked separately.

What does a SAM score mean?

A SAM score is not a trophy, a ranking, or a judgment of a player. It is a prediction.

Given everything we have seen so far, what skill level best explains these results?

If reality disagrees with the prediction, SAM adjusts. Over time, the rating moves toward the level that best matches a player's actual performance on the court.

Why was this built?

Most recreational pickleball groups rely on memory, reputation, and the occasional heated debate about who is improving.

SAMscore was built to provide a simple, transparent way to track results and estimate skill using real match data. The objective is not to create a perfect rating. No rating system can do that.

The objective is to create a useful one: the system's best approximation of a player's current skill level, based on the evidence available today.