ESL One Berlin Major 2023 · BO2
result vs predictionseries probability
46%54%
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.
Xtreme Gaming
Miranasignature
Dy · 15 games
Tiny
Kaka · 13 games
Storm Spiritoften banned
Paparazi · 12 games
Death Prophetsignature
JT- · 10 games
Rubick
Kaka · 10 games
Phoenixsignature
Dy · 8 games
Disruptor
Dy · 7 games
Doomoften banned
JT- · 7 games
Shopify Rebellion
Undyingsignature
Fly · 27 games
Nature's Prophetsignature
SabeRLight- · 24 games
Rubicksignature
Cr1t- · 24 games
Tusksignature
Cr1t- · 18 games
Doomoften banned
SabeRLight- · 16 games
Tinysignature
Cr1t- · 15 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
1010 picks · 712 bans
Tiny
621 picks · 456 bans
Disruptor
585 picks · 441 bans
Nature's Prophet
554 picks · 892 bans
Tusk
516 picks · 388 bans
Snapfire
511 picks · 360 bans
Death Prophet
503 picks · 1195 bans
Ember Spirit
502 picks · 1099 bans
Prediction components
Form (series winrate)52% vs 57%
Hero pool strength58% Shopify Rebellion
Head-to-head0 – 0
Model total54% 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 correct8:27
Xtreme Gaming 46%Shopify Rebellion 54%
The model gave 54% on Shopify Rebellion — the game was taken by Shopify Rebellion in 25:05.
Expected value against opponent's pick · 12 mo
BloodseekerGhost
Monkey KingArteezy
Ogre MagiJT-
Storm SpiritAbed
Dragon KnightPaparazi
UnderlordSabeRLight-
Keeper of the LightKaka
PhoenixFly
Crystal MaidenDy
HoodwinkCr1t-
Game 2prediction missed43:28
Xtreme Gaming 48%Shopify Rebellion 52%
The model gave 52% on Shopify Rebellion — the game was taken by Xtreme Gaming in 1:01:57.
Expected value against opponent's pick · 12 mo
Anti-MageGhost
MedusaArteezy
DoomJT-
AlchemistAbed
PangolierPaparazi
HoodwinkCr1t-
LichDy
Bounty HunterSabeRLight-
Dark WillowKaka
Crystal MaidenFly
Model check result
Model favoriteShopify Rebellion · 54%
Accuracy by game1 of 2