ESL One Berlin Major 2023 · BO2
result vs predictionseries probability
62%38%
probability at match start · final 2:0
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 · 14 games
Tiny
Kaka · 12 games
Death Prophetsignature
JT- · 10 games
Rubick
Kaka · 8 games
Storm Spiritoften banned
Paparazi · 8 games
Drow Rangersignature
Ghost · 7 games
Lionsignature
Kaka · 7 games
Magnus
JT- · 7 games
Team SMG
Rubick
Poloson · 15 games
Keeper of the Lightsignature
MidOne · 12 games
Mirana
Poloson · 10 games
Tinysignature
Boomy · 10 games
Earthshaker
AhFu · 8 games
Nature's Prophetoften banned
MidOne · 7 games
Tusk
Moon · 7 games
Undyingsignature
AhFu · 7 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
1000 picks · 707 bans
Tiny
631 picks · 465 bans
Disruptor
572 picks · 422 bans
Nature's Prophet
569 picks · 918 bans
Tusk
526 picks · 404 bans
Snapfire
523 picks · 369 bans
Death Prophet
513 picks · 1212 bans
Clockwerk
499 picks · 383 bans
Prediction components
Form (series winrate)63% vs 56%
Hero pool strength53% Xtreme Gaming
Head-to-head0 – 0
Model total62% Xtreme Gaming
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 correct35:19
Xtreme Gaming 57%Team SMG 43%
The model gave 57% on Xtreme Gaming — the game was taken by Xtreme Gaming in 41:25.
Expected value against opponent's pick · 12 mo
AlchemistGhost
Centaur WarrunnerMidOne
Storm SpiritPaparazi
KunkkaMoon
BrewmasterJT-
MiranaPoloson
PhoenixKaka
Crystal MaidenAhFu
PugnaDy
Game 2prediction correct36:26
Xtreme Gaming 59%Team SMG 41%
The model gave 59% on Xtreme Gaming — the game was taken by Xtreme Gaming in 46:52.
Expected value against opponent's pick · 12 mo
AlchemistGhost
MuertaMidOne
UnderlordJT-
Death ProphetMoon
PangolierPaparazi
EnchantressPoloson
Keeper of the LightKaka
DisruptorAhFu
Crystal MaidenDy
Model check result
Model favoriteXtreme Gaming · 62%
Series resultXtreme Gaming 2:0
Series predictioncorrect
Accuracy by game2 of 2