ESL One Berlin Major 2023 · BO2
result vs predictionseries probability
49%51%
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.
Talon Esports
Tusk
Q · 29 games
Nature's Prophetsignature
Jabz · 24 games
Tinysignature
Q · 24 games
Elder Titansignature
Oli · 18 games
Rubick
Q · 17 games
Pucksignature
Mikoto · 16 games
Templar Assassinsignature
Mikoto · 16 games
Monkey Kingsignature
23savage · 15 games
Shopify Rebellion
Undyingsignature
Fly · 26 games
Nature's Prophetsignature
SabeRLight- · 24 games
Rubicksignature
Cr1t- · 22 games
Tusksignature
Cr1t- · 18 games
Tinysignature
Cr1t- · 14 games
Doomoften banned
SabeRLight- · 13 games
Enigmaoften banned
SabeRLight- · 13 games
Lycansignature
SabeRLight- · 13 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
1011 picks · 710 bans
Tiny
630 picks · 461 bans
Disruptor
584 picks · 430 bans
Nature's Prophet
559 picks · 902 bans
Tusk
523 picks · 394 bans
Snapfire
516 picks · 363 bans
Death Prophet
507 picks · 1205 bans
Ember Spirit
502 picks · 1104 bans
Prediction components
Form (series winrate)52% vs 59%
Hero pool strength50% Shopify Rebellion
Head-to-head1 – 0
Model total51% 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 missed24:2
Talon Esports 47%Shopify Rebellion 53%
The model gave 53% on Shopify Rebellion — the game was taken by Talon Esports in 21:26.
Expected value against opponent's pick · 12 mo
Medusa23savage
DoomSabeRLight-
Void SpiritMikoto
TinyAbed
UnderlordJabz
Arc WardenArteezy
TechiesQ
Keeper of the LightCr1t-
PugnaOli
UndyingFly
Game 2prediction correct13:33
Talon Esports 48%Shopify Rebellion 52%
The model gave 52% on Shopify Rebellion — the game was taken by Shopify Rebellion in 52:53.
Expected value against opponent's pick · 12 mo
Bristleback23savage
Troll WarlordArteezy
TinyMikoto
Storm SpiritAbed
Dark SeerJabz
DoomSabeRLight-
TechiesQ
RubickCr1t-
IoOli
EnchantressFly
Model check result
Model favoriteShopify Rebellion · 51%
Accuracy by game1 of 2