?
ESL One Berlin Major 2023 · BO2
result vs prediction
Team Liquidwin 2:0
series probability
90%10%
probability at match start · final 2:0
TSMloss 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 Liquid

Rubick
Rubicksignature
Boxi · 29 games
83%
Tusk
Tusksignature
Boxi · 25 games
64%
Nature's Prophet
Nature's Prophetsignature
miCKe · 20 games
80%
Disruptor
Disruptorsignature
iNSaNiA · 17 games
82%
Treant Protector
Treant Protectorsignature
iNSaNiA · 17 games
88%
Pangolier
Pangoliersignature
Nisha · 16 games
88%
Crystal Maiden
Crystal Maidensignature
iNSaNiA · 13 games
69%
Mirana
Miranasignature
Boxi · 13 games
77%

TSM

Rubick
Rubicksignature
Ari · 28 games
68%
Lycan
Lycansignature
kasane · 17 games
71%
Beastmaster
Beastmasteroften banned
kasane · 15 games
53%
Death Prophet
Death Prophetsignature
kasane · 14 games
79%
Disruptor
Disruptor
Whitemon · 13 games
54%
Riki
Rikioften banned
Ari · 11 games
55%
Tusk
Tusksignature
Ari · 10 games
80%
Undying
Undyingsignature
Whitemon · 10 games
60%
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
Rubick
996 picks · 708 bans
48%
Tiny
Tiny
628 picks · 464 bans
52%
Disruptor
Disruptor
575 picks · 422 bans
55%
Nature's Prophet
Nature's Prophet
566 picks · 915 bans
54%
Tusk
Tusk
524 picks · 401 bans
48%
Snapfire
Snapfire
520 picks · 368 bans
45%
Death Prophet
Death Prophet
513 picks · 1208 bans
51%
Ember Spirit
Ember Spirit
499 picks · 1092 bans
49%
Prediction components
Form (series winrate)65% vs 38%
Hero pool strength59% Team Liquid
Head-to-head1 – 3
Model total90% 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 correct39:9
Team Liquid 78%TSM 22%
The model gave 78% on Team Liquid — the game was taken by Team Liquid in 37:14.
Expected value against opponent's pick · 12 mo
Bloodseeker
BloodseekermiCKe
57% · 74 games49% · 170 games
SlarkTimado
Slark
Underlord
Underlordzai
49% · 59 games62% · 206 games
Storm Spiritbryle-
Storm Spirit
Pangolier
PangolierNisha
49% · 206 games51% · 67 games
Brewmasterkasane
Brewmaster
Crystal Maiden
Crystal MaideniNSaNiA
40% · 72 games46% · 56 games
Shadow ShamanAri
Shadow Shaman
Rubick
RubickBoxi
47% · 255 games48% · 167 games
PhoenixWhitemon
Phoenix
Game 2prediction correct34:19
Team Liquid 76%TSM 24%
The model gave 76% on Team Liquid — the game was taken by Team Liquid in 37:50.
Expected value against opponent's pick · 12 mo
Sven
SvenmiCKe
48% · 75 games54% · 148 games
BloodseekerTimado
Bloodseeker
Doom
Doomzai
53% · 269 games48% · 83 games
Alchemistbryle-
Alchemist
Pangolier
PangolierNisha
53% · 396 games52% · 266 games
Death Prophetkasane
Death Prophet
Crystal Maiden
Crystal MaideniNSaNiA
48% · 194 games38% · 113 games
Keeper of the LightAri
Keeper of the Light
Earth Spirit
Earth SpiritBoxi
52% · 101 game53% · 425 games
RubickWhitemon
Rubick
Model check result
Model favoriteTeam Liquid · 90%
Series resultTeam Liquid 2:0
Series predictioncorrect
Accuracy by game2 of 2