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Series Predictions
T1GAM Esports


FastTree
· free model
T188.9%
GAM Esports11.1%
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Head-to-Head & Form
T1Elo Rating
1733
Tournament Record
3-3
(6-5)
Overall Record
217W - 136L (61.5%)
Current Streak
1L
H2H Win Rate
67.3%
VS
GAM EsportsElo Rating
1417
Tournament Record
1-2
(2-4)
Overall Record
97W - 100L (49.2%)
Current Streak
9L
H2H Win Rate
32.7%
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 +357 Elo
Impact
27.7%
T1
2
Elo CompositeElo CompositeA combined Elo signal that blends raw Elo, expected win rate, and the interaction between them.
T1 +167
Impact
16%
T1
3
Upset RateUpset RateHow often this team wins as the Elo underdog - captures clutch factor / ability to beat stronger teams.
T1 +14%
Impact
13.3%
T1
4
Expected Win RateExpected Win RateThe model's expected win probability based on Elo difference alone.
T1 +38.6% expected WR
Impact
10.6%
T1
5
Head-to-Head History
T1 +34.7% WR
Impact
9.1%
T1
6
Early GameEarly GameA combined early-game signal blending gold, CS, and XP differentials at the 15-minute mark.
T1 +192
T1 leads this stat - but weighed with the rest of this matchup, it shifts the model toward GAM Esports.
Impact
7.4%
Counts for GAM Esports
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
Opponent Avg Elo
T1 +0.375
Impact
4.7%
T1
8
Team StrengthTeam StrengthA combined team strength signal blending overall win rate, KDA, and gold per minute.
T1 +161
T1 leads this stat - but weighed with the rest of this matchup, it shifts the model toward GAM Esports.
Impact
2.8%
Counts for GAM Esports
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.
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.
T1 +0.375
Impact
2.6%
T1
10
Vision ControlVision ControlA combined vision signal blending vision score, vision wards per minute, and vision efficiency.
GAM Esports +68
GAM Esports leads this stat - but weighed with the rest of this matchup, it shifts the model toward T1.
Impact
2.3%
Counts for T1
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.
Scouting Report
T1
BLUE
Higher rated overall
Stronger win record (61%)
Stronger early game (gold lead at 15)
Better dragon control
GAM Esports
RED
Well-rounded profile