Volume vs LOOPR

Equal skills: production LOOPR still shifts with activity.

Grinder

skill 0.8 act 4.0

Casual

skill 0.8 act 0.7

Forward PR

Grinder

0.0000

Casual

0.0000

Reverse PR

Grinder

0.0000

Casual

0.0000

LOOPR Score

Grinder

0.000

Casual

0.000

Delta forward: 0.0000 Delta reverse: 0.0000 Delta LOOPR: 0.000

Model: expected matches ~ activity_i * activity_j. Outcomes use a logistic skill gap. Scores use column-stochastic PageRank on loser->winner and its transpose, with exposure-based teleport. LOOPR applies auto smoothing (lambda targets 2.5% of median win PR).

Field size: 0

Auto lambda: 0.0000

Show all players

Player	Skill	Act	Forward	Reverse	LOOPR