ESL One Berlin Major 2023 · BO2
result vs predictionseries probability
57%43%
probability at match start · final 1:1
The prediction was locked in using data as of the match start: hero winrates, form and head-to-head were computed only from games before it began. This is how the model's honest accuracy is verified.
Teams' go-to heroes · 6 months
Who plays what and how often they win. "Signature" — from 6 games with a 60%+ winrate: such a pick statistically raises the win chance.
9Pandas
Techiessignature
Antares · 35 games
Rubick
Antares · 34 games
Nature's Prophetoften banned
MieRo · 21 game
Disruptor
Solo · 20 games
Enigmasignature
MieRo · 19 games
Dragon Knightsignature
RAMZES666 · 16 games
Tinysignature
Antares · 16 games
Undyingsignature
Solo · 16 games
Team Aster
Enchantresssignature
BoBoKa · 21 game
Tinysignature
BoBoKa · 20 games
Beastmastersignature
Xxs · 17 games
Disruptor
Fantasy · 17 games
Ember Spiritsignature
Xwy · 15 games
Rubick
BoBoKa · 15 games
Storm Spiritsignature
Xwy · 15 games
Nature's Prophetoften banned
Xxs · 14 games
Patch meta · 3 months
The most picked heroes of the pro scene and their winrate. Picking a meta hero adds points to the team in the model.
Rubick
1001 picks · 704 bans
Tiny
633 picks · 465 bans
Nature's Prophet
572 picks · 923 bans
Disruptor
566 picks · 418 bans
Tusk
528 picks · 406 bans
Snapfire
526 picks · 369 bans
Death Prophet
515 picks · 1215 bans
Clockwerk
499 picks · 384 bans
Prediction components
Form (series winrate)50% vs 35%
Hero pool strength51% Team Aster
Head-to-head0 – 0
Model total57% 9Pandas
Prediction by game vs result
Probabilities were locked in using statistics as of the match start: the draft was assessed by hero comfort, counter-picks and late-game potential. We compare against the actual result.
Game 1prediction missed19:46
9Pandas 53%Team Aster 47%
The model gave 53% on 9Pandas — the game was taken by Team Aster in 30:54.
Expected value against opponent's pick · 12 mo
Troll WarlordRAMZES666
Queen of PainSumaiL
DoomMieRo
Monkey KingMonet
Ember Spiritkiyotaka
Legion CommanderXxs
TechiesAntares
ChenBoBoKa
PhoenixRodjER
SnapfireFantasy
Game 2prediction correct41:26
9Pandas 56%Team Aster 44%
The model gave 56% on 9Pandas — the game was taken by 9Pandas in 47:27.
Expected value against opponent's pick · 12 mo
AlchemistRAMZES666
Naga SirenMonet
Tinykiyotaka
Storm SpiritSumaiL
DoomMieRo
UnderlordXxs
PugnaRodjER
Keeper of the LightBoBoKa
Skywrath MageAntares
ClockwerkFantasy
Model check result
Model favorite9Pandas · 57%
Accuracy by game1 of 2