The open Pulse365 formula
BETA · v5.0.0-beta.1Pulse365 is a 0–100 current-performance measurement. It asks: how well is this player performing right now, relative to what should reasonably be expected from them?
50 means performing approximately as expected. It is not an average skill level. A 3.0 player and a 4.5 player can both have a Pulse of 70 without being equally skilled.
The four visible components
Performance versus expectation
50%The result and capped score margin compared with the matchup's expected result.
Momentum
25%Recency-weighted above- or below-expectation performance, emphasizing 30 days and retaining context for 90 days.
Consistency
15%Stability of performance versus expectation—not how regularly matches are logged.
Activity / readiness
10%One qualifying match per week is normal. Activity supports confidence but cannot overpower performance.
Competition difficulty shapes the expected result and its interpretation; it is not simply added as bonus points. A qualified away-performance modifier may be applied afterward and is tightly capped.
Expected performance
A slow-moving private competitive baseline produces a logistic, Elo-inspired expected win probability. Usable DUPR ratings and reliability can inform that baseline. Without DUPR, Pickleball365 starts neutrally and learns gradually from qualifying evidence. The baseline is never displayed as a second rating.
Singles
The two players' reliable competitive evidence sets the expectation.
Doubles
Both teammates contribute to a combined team estimate. All four players affect difficulty, and teammates receive the same core match-performance signal. Partner chemistry is tracked separately over repeated matches.
Scores, margins, and safety rails
Game margins are normalized to the target score and capped around an eight-point margin in a standard game to 11. Running up a score cannot keep increasing Pulse influence.
- Provisional movement is capped near 4 points per match and 8 per rolling week.
- Established movement is capped near 2 points per match and 5 per rolling week.
- Three consecutive materially above-expectation results may trigger bounded 1.5× breakout responsiveness.
- Breakout acceleration never exceeds provisional safety limits and expires.
Which matches qualify?
DUPR imports
Qualify immediately when outcomes and scores are complete.
Club and Game Night
Organizer-recorded, server-owned results qualify immediately.
Player submissions
Wait for opposing-player verification or automatic acceptance after 48 hours with no dispute.
Other participants receive an immediate notification and one 24-hour reminder. In doubles, the submitter's teammate alone cannot verify. Any named participant may dispute. Missing, contradictory, duplicate, disputed, incorrectly oriented, or older-than-90-day results do not affect current Pulse.
Building, provisional, and established
- 0–2 useful matches
- Building your Pulse. No unsupported number is shown.
- 3–9 useful matches
- The calculated score appears as Provisional.
- 10+ useful matches
- Established treatment, subject to confidence and data quality.
After about three weeks without play, old momentum moves gently toward 50 and readiness falls. Inactivity does not arbitrarily damage the private competitive baseline.
Context without rewarding noise
Location adaptability requires evidence at a normal venue and away from it (initially five normal-environment matches and three away matches). Repeated above-expectation away play can add only a small capped modifier. Missing locations are neutral, venue count earns nothing, and players are not penalized for usually playing at one club.
Social and DUPR evidence are calculated separately for inspection and combined overall. A verified social result is not discounted just because it is social.
Worked examples
3.0 player: repeatedly performs as expected against similarly supported competition. Their centered performance and Pulse can sit near 50.
4.5 player: also performs as expected against appropriately stronger competition. Their Pulse can also sit near 50. Equal Pulse does not mean equal skill.
Singles upset: a lower-baseline player beats a stronger opponent and receives strong, capped above-expectation evidence.
Doubles close loss: a team loses narrowly to a substantially stronger, reliable team. The result may still be positive performance evidence for both teammates.
Club Pulse365 leaderboards
Eligible current members need three qualifying resolved matches in the last 30 days. Order means: current club members performing most above expectations right now. It is not a skill ranking, provisional players are marked clearly, and Pulse365 does not assign players to named levels.