EDward Gaming vs T1 Esports Academy - WSCI
Sep 20, 06:00·Bo3
Series Edge
Premium
Bo3Patch 16.17Updates after every game
EDward GamingBetter 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
T1 Esports AcademyHighest 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
EDward GamingT1 Esports Academy


FastTree
· free model
EDward Gaming13.6%
T1 Esports Academy86.4%
Head-to-Head & Form
EDward GamingElo Rating
1447
Tournament Record
–
Overall Record
63W - 83L (43.2%)
Current Streak
4L
H2H Win Rate
---
VS
T1 Esports AcademyElo Rating
1581
Tournament Record
–
Overall Record
145W - 93L (60.9%)
Current Streak
5W
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
T1 Esports Academy +175 Elo
Impact
40%
T1 Esports Academy
2
Expected Win RateExpected Win RateThe model's expected win probability based on Elo difference alone.
T1 Esports Academy +23.2% expected WR
Impact
21.4%
T1 Esports Academy
3
Team StrengthTeam StrengthA combined team strength signal blending overall win rate, KDA, and gold per minute.
T1 Esports Academy +1006
Impact
9.9%
T1 Esports Academy
4
Opponent Avg Elo
EDward Gaming +0.378
Impact
6.7%
EDward Gaming
5
Upset RateUpset RateHow often this team wins as the Elo underdog - captures clutch factor / ability to beat stronger teams.
T1 Esports Academy +28.7%
Impact
5.1%
T1 Esports Academy
6
Early GameEarly GameA combined early-game signal blending gold, CS, and XP differentials at the 15-minute mark.
T1 Esports Academy +263
T1 Esports Academy leads this stat - but weighed with the rest of this matchup, it shifts the model toward EDward Gaming.
Impact
4.9%
Counts for EDward Gaming
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.
7
Elo CompositeElo CompositeA combined Elo signal that blends raw Elo, expected win rate, and the interaction between them.
T1 Esports Academy +52
Impact
4%
T1 Esports Academy
8
Win Rate
T1 Esports Academy +17.8% WR
Impact
3.2%
T1 Esports Academy
9
Combat PowerCombat PowerA combined combat signal blending damage to champions, damage per minute, and teamfight power.
T1 Esports Academy +447
Impact
1.9%
T1 Esports Academy
10
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.
EDward Gaming +0.378
Impact
1.7%
EDward Gaming
Scouting Report
EDward Gaming
BLUE
Higher first blood rate
T1 Esports Academy
RED
Higher rated overall
Stronger win record (61%)
Cleaner teamfighting (better KDA)
Better gold generation
Higher damage output