ESL One Berlin Major 2023 · BO3
result vs predictionseries probability
21%79%
probability at match start · final 0:2
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.
Team Aster
Enchantresssignature
BoBoKa · 22 games
Tinysignature
BoBoKa · 21 game
Beastmastersignature
Xxs · 18 games
Disruptor
Fantasy · 18 games
Rubick
Fantasy · 18 games
Ember Spiritsignature
Xwy · 17 games
Storm Spiritsignature
Xwy · 16 games
Nature's Prophetoften banned
Xxs · 14 games
Team Liquid
Rubicksignature
Boxi · 32 games
Nature's Prophetsignature
miCKe · 20 games
Pangoliersignature
Nisha · 20 games
Tusksignature
Nisha · 20 games
Crystal Maidensignature
iNSaNiA · 18 games
Disruptorsignature
iNSaNiA · 17 games
Treant Protectorsignature
iNSaNiA · 17 games
Miranasignature
iNSaNiA · 15 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
932 picks · 687 bans
Disruptor
581 picks · 440 bans
Tiny
564 picks · 430 bans
Nature's Prophet
518 picks · 827 bans
Snapfire
474 picks · 342 bans
Tusk
474 picks · 339 bans
Beastmaster
471 picks · 1111 bans
Ember Spirit
464 picks · 1042 bans
Prediction components
Form (series winrate)38% vs 64%
Hero pool strength61% Team Liquid
Head-to-head1 – 2
Model total79% Team Liquid
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 correct26:31
Team Aster 33%Team Liquid 67%
The model gave 67% on Team Liquid — the game was taken by Team Liquid in 54:48.
Expected value against opponent's pick · 12 mo
SlarkMonet
Void SpiritNisha
MiranaSumaiL
Monkey KingmiCKe
UnderlordXxs
Beastmasterzai
PugnaBoBoKa
TechiesBoxi
DisruptorFantasy
OracleiNSaNiA
Game 2prediction correct12:29
Team Aster 35%Team Liquid 65%
The model gave 65% on Team Liquid — the game was taken by Team Liquid in 35:31.
Expected value against opponent's pick · 12 mo
TerrorbladeMonet
AlchemistmiCKe
Keeper of the LightSumaiL
Queen of PainNisha
AxeXxs
Underlordzai
Bounty HunterBoBoKa
LichiNSaNiA
Crystal MaidenFantasy
DisruptorBoxi
Model check result
Model favoriteTeam Liquid · 79%
Series resultTeam Liquid 0:2
Series predictioncorrect
Accuracy by game2 of 2