ESL One Kuala Lumpur 2023 · BO3
result vs predictionseries probability
46%54%
probability at match start · final 1:2
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 Falcons
Lunasignature
Skiter · 15 games
Linasignature
Malr1ne · 11 games
Marssignature
ATF · 11 games
Weaversignature
Cr1t- · 11 games
Enchantress
Sneyking · 10 games
Chensignature
Sneyking · 9 games
Dragon Knightsignature
Malr1ne · 8 games
Kunkkasignature
ATF · 8 games
Team Liquid
Rubicksignature
Boxi · 17 games
Lycansignature
zai · 14 games
Undyingoften banned
iNSaNiA · 14 games
Ember Spirit
Nisha · 13 games
Lunasignature
miCKe · 13 games
Dark Willowsignature
Boxi · 12 games
Primal Beastsignature
Nisha · 12 games
Enchantresssignature
iNSaNiA · 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.
Grimstroke
275 picks · 434 bans
Muerta
233 picks · 326 bans
Dark Willow
232 picks · 114 bans
Phoenix
220 picks · 324 bans
Treant Protector
219 picks · 446 bans
Kunkka
203 picks · 536 bans
Tusk
201 picks · 170 bans
Centaur Warrunner
193 picks · 267 bans
Prediction components
Form (series winrate)72% vs 50%
Hero pool strength56% Team Falcons
Head-to-head1 – 0
Model total54% 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 missed27:19
Team Falcons 49%Team Liquid 51%
The model gave 51% on Team Liquid — the game was taken by Team Falcons in 44:46.
Expected value against opponent's pick · 12 mo
Naga SirenSkiter
Faceless VoidmiCKe
Dragon KnightATF
HuskarNisha
RazorMalr1ne
VisageSabeRLight-
Vengeful SpiritSneyking
SilenceriNSaNiA
TuskCr1t-
MuertaBoxi
Game 2prediction correct23:46
Team Falcons 47%Team Liquid 53%
The model gave 53% on Team Liquid — the game was taken by Team Liquid in 42:34.
Expected value against opponent's pick · 12 mo
AlchemistSkiter
LeshracmiCKe
TuskMalr1ne
WindrangerNisha
ViperATF
OmniknightSabeRLight-
Shadow DemonCr1t-
Nature's ProphetBoxi
GyrocopterSneyking
Crystal MaideniNSaNiA
Game 3prediction correct10:25
Team Falcons 49%Team Liquid 51%
The model gave 51% on Team Liquid — the game was taken by Team Liquid in 33:58.
Expected value against opponent's pick · 12 mo
Wraith KingSkiter
BloodseekermiCKe
BrewmasterATF
LeshracNisha
PangolierMalr1ne
Night StalkerSabeRLight-
WeaverCr1t-
Nature's ProphetBoxi
GyrocopterSneyking
Crystal MaideniNSaNiA
Model check result
Model favoriteTeam Liquid · 54%
Series resultTeam Liquid 1:2
Series predictioncorrect
Accuracy by game2 of 3