ESL One Berlin Major 2023 · BO2
result vs predictionseries probability
56%44%
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.
Shopify Rebellion
Undyingsignature
Fly · 27 games
Nature's Prophetsignature
SabeRLight- · 24 games
Rubicksignature
Cr1t- · 23 games
Tusksignature
Cr1t- · 18 games
Doomoften banned
SabeRLight- · 15 games
Tinysignature
Cr1t- · 15 games
Enigmaoften banned
SabeRLight- · 13 games
Lycansignature
SabeRLight- · 13 games
OG
Rubick
Taiga · 29 games
Invokeroften banned
bzm · 14 games
Disruptor
Chuvash · 13 games
Keeper of the Lightsignature
Taiga · 13 games
Tinysignature
bzm · 13 games
Dark Willowsignature
Taiga · 12 games
Slarkoften banned
Yuragi · 12 games
Beastmasteroften banned
DM · 11 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
1010 picks · 711 bans
Tiny
627 picks · 460 bans
Disruptor
586 picks · 433 bans
Nature's Prophet
556 picks · 900 bans
Tusk
522 picks · 391 bans
Snapfire
515 picks · 360 bans
Death Prophet
503 picks · 1202 bans
Ember Spirit
502 picks · 1102 bans
Prediction components
Form (series winrate)58% vs 43%
Hero pool strength57% Shopify Rebellion
Head-to-head0 – 1
Model total56% Shopify Rebellion
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 correct46:9
Shopify Rebellion 56%OG 44%
The model gave 56% on Shopify Rebellion — the game was taken by Shopify Rebellion in 42:57.
Expected value against opponent's pick · 12 mo
BloodseekerArteezy
Phantom LancerYuragi
DoomSabeRLight-
Invokerbzm
Ember SpiritAbed
EnigmaMinD_ContRoL
GrimstrokeCr1t-
TechiesTaiga
Crystal MaidenFly
Game 2prediction missed25:26
Shopify Rebellion 55%OG 45%
The model gave 55% on Shopify Rebellion — the game was taken by OG in 39:22.
Expected value against opponent's pick · 12 mo
Anti-MageArteezy
MedusaYuragi
Void SpiritAbed
Storm Spiritbzm
BeastmasterSabeRLight-
SlardarMinD_ContRoL
RubickCr1t-
IoTaiga
SilencerFly
Model check result
Model favoriteShopify Rebellion · 56%
Accuracy by game1 of 2