Methodology

How the ranked ladder is computed.

Capper Rating uses an additive ledger keyed on (user, pick, source). Every settled pick writes a delta you can audit; a tracked X handle's posted picks are graded with the same formula as any user's commitments, so a source can't be ranked on a different scale than the people tailing it.

One write per pick per source

Every pick is keyed on (user_id, pick_id, source_type). Duplicate writes are silently dropped, so a tracked source cannot game CR by re-emitting picks.

Additive and auditable

Every delta is written to an immutable ledger. Current CR is the baseline plus those recorded deltas.

Manipulation resistant

Capper Rating cannot be bought. Database triggers block deletes at the row level; losing picks stay on the record.

How CR works

Every user starts at CR 1000. Each settled pick adds or subtracts a delta from your CR based on the outcome, the odds, and confidence adjustments. CR is an additive ledger: your current CR equals 1000 plus the sum of all deltas. Every change is logged in an immutable audit trail.

  • Profit-weighted.Wins at longer odds produce larger positive deltas.
  • Confidence-dampened.Small sample sizes are penalized until 20+ settled picks.
  • Variance-penalized.Heavy parlay exposure reduces delta magnitude.
  • Additive and immutable.CR = 1000 + sum of all ledger entries.
  • Source-agnostic.Same formula for real users and tracked sources.

Pick integrity

Rankings are only as trustworthy as the picks behind them. Slipstream enforces integrity at the database level, not in application code.

  • Picks are locked before the event starts. No edits after posting.
  • Deletion is blocked by a database trigger. Losing picks stay on the record.
  • Results are graded automatically from real scores. Never self-reported.
  • One commitment per user per pick. No changing sides after the fact.
  • Settlement is deterministic: same inputs always produce the same outcome.

The rank ladder

Seven base tiers from Bronze to Grandmaster. Bronze through Master each have four Roman-numeral divisions. Grandmaster starts at 2,500 CR and has no division. Tier is provisional until 20 picks settle.

Gold rank badge
Gold I1,400Capper Rating
Bronze rank badge
BRZ0-1200 CR
Silver rank badge
SLV1200-1400 CR
Gold rank badge
GLD1400-1600 CR
Platinum rank badge
PLT1600-1800 CR
Diamond rank badge
DIA1800-2000 CR
Master rank badge
MST2000-2500 CR
Grandmaster rank badge
GM2500+ CR
Lower CRHigher CR

What moves your CR

  • ROI% as the primary signal
  • 7-day rolling performance, weighted for recency
  • 30-day stability anchor against variance

Earn your identity.

Achievements mark milestones that define your betting style. They live on your profile and share card.

Shark achievement badgeSharkConsistently profitable over 30 days.
Whale achievement badgeWhaleTop 1% CR in any single season.
Fade Master achievement badgeFade MasterHigh win rate fading public consensus.
Parlay King achievement badgeParlay KingMultiple successful multi-leg parlays.
Heater achievement badgeHeater10+ win streak across tracked picks.
Sniper achievement badgeSniper70%+ hit rate over 50+ picks.
Sharp Edge achievement badgeSharp EdgePositive ROI against closing line value.
Underdog achievement badgeUnderdogProfitable on +200 or longer picks.
Cold Streak achievement badgeCold Streak7-day rolling: bottoming-out indicator (not a permanent identity).

What CR does not do

CR is designed to resist manipulation.

  • CR cannot be purchased. No pay-to-rank mechanism exists.
  • CR does not factor in follower count, activity volume, or engagement.
  • CR does not use self-reported results. Only automated settlement counts.
  • CR does not reward deletion. Deletes are blocked at the database level.
  • Tracked sources are graded by the same formula as real users.