Series Edge
Premium
Bo3Patch 16.18Updates after every game
CFO AcademyBetter draft expected
Premium
Better draft expectedWhich roster is expected to get the better draft on this patch, from pool depth and the current meta. A house read, not any single model's number.
See which side, and whether the market agrees
Bilibili GamingHighest impact champions this seriesPremium
Highest impact champions this series
The five champions that swing this series most, with who plays them and how it has gone.
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Series Predictions
CFO AcademyBilibili Gaming
FastTree
· free model
CFO Academy20.7%
Bilibili Gaming79.3%
Head-to-Head & Form
CFO AcademyElo Rating
1564
Tournament Record
–
Overall Record
49W - 52L (48.5%)
Current Streak
6L
H2H Win Rate
---
VS
Bilibili GamingElo Rating
1849
Tournament Record
–
Overall Record
236W - 121L (66.1%)
Current Streak
1L
H2H Win Rate
---
Main Prediction Drivers
Impact = how much this feature shifts the model's win probability. The value below each name is how much better the favored team is on that feature.
1
Elo Rating
Bilibili Gaming +252 Elo
Impact
29.6%
Bilibili Gaming
2
Early GameEarly GameA combined early-game signal blending gold, CS, and XP differentials at the 15-minute mark.
Bilibili Gaming +184
Bilibili Gaming leads this stat - but weighed with the rest of this matchup, it shifts the model toward CFO Academy.
Impact
20.4%
Counts for CFO Academy
The model weighs every driver together rather than one at a time. A team can lead a single stat here and still see the full matchup point the other way - this row is being outweighed by the rest of the picture, not ignored.
3
Expected Win RateExpected Win RateThe model's expected win probability based on Elo difference alone.
Bilibili Gaming +31% expected WR
Impact
14.3%
Bilibili Gaming
4
Team StrengthTeam StrengthA combined team strength signal blending overall win rate, KDA, and gold per minute.
Bilibili Gaming +603
Impact
7.1%
Bilibili Gaming
5
Upset RateUpset RateHow often this team wins as the Elo underdog - captures clutch factor / ability to beat stronger teams.
Bilibili Gaming +19.3%
Impact
6.9%
Bilibili Gaming
6
Elo CompositeElo CompositeA combined Elo signal that blends raw Elo, expected win rate, and the interaction between them.
Bilibili Gaming +67
Impact
6.7%
Bilibili Gaming
7
Opponent Avg Elo
Bilibili Gaming +0.1
Impact
6.1%
Bilibili Gaming
8
Vision ControlVision ControlA combined vision signal blending vision score, vision wards per minute, and vision efficiency.
Bilibili Gaming +670
Impact
2.5%
Bilibili Gaming
9
Schedule StrengthSchedule StrengthThe average Elo of opponents this team has faced. A 60% win rate against strong opponents is more impressive than against weak ones.
Bilibili Gaming +0.1
Impact
1.6%
Bilibili Gaming
10
Combat PowerCombat PowerA combined combat signal blending damage to champions, damage per minute, and teamfight power.
Bilibili Gaming +238
Impact
1.5%
Bilibili Gaming
Scouting Report
CFO Academy
BLUE
Well-rounded profile
Bilibili Gaming
RED
Higher rated overall
Stronger win record (66%)
Cleaner teamfighting (better KDA)
Better gold generation
Better vision control