Item Slam Patch 7.41f
Power Treads

Power Treads: best heroes by WPA

Power Treads in patch 7.41f: WPA of the purchase on 39 heroes, by role and build slot, against the other items bought in the same slot. Highest WPA, still inconclusive: Lion support, boots (+4.50 pp).

By hero and slot

WPA of the item against the other items bought in the same slot, in matches of every rank. Slots with fewer than 30 purchases are left out.

Hero Role Slot Purchases WPA 95% CI Verdict
LionSupportBoots728 (4.7%)+4.50+1.58 to +6.96Inconclusive
Wraith KingCoreBoots524 (9.7%)+2.33−1.48 to +5.58Inconclusive
DawnbreakerCoreBoots164 (1.2%)+1.97−3.81 to +8.20Inconclusive
Spirit BreakerSupportBoots105 (0.6%)+1.74−4.15 to +9.12Inconclusive
PudgeSupportBoots94 (0.2%)+1.73−3.80 to +6.07Inconclusive
Crystal MaidenCoreBoots117 (41.1%)+1.04−3.31 to +5.75Inconclusive
UndyingCoreBoots63 (2.2%)+1.00−6.43 to +7.79Inconclusive
UndyingSupportBoots66 (0.8%)+0.96−6.39 to +8.01Inconclusive
LionCoreBoots1,755 (83.9%)+0.19−0.43 to +0.88Inconclusive
Outworld DevourerCoreBoots17,747 (98.1%)+0.03−0.04 to +0.10Inconclusive
Winter WyvernSupportBoots3,673 (29.5%)−0.05−1.29 to +1.36Inconclusive
Dragon KnightSupportBoots68 (98.6%)−0.07−0.20 to +0.06Inconclusive
SlarkSupportBoots674 (87.4%)−0.07−0.93 to +0.85Inconclusive
SniperSupportBoots304 (56.1%)−0.12−2.85 to +2.68Inconclusive
JuggernautCoreBoots12,705 (83.5%)−0.17−0.47 to +0.16Inconclusive
PudgeCoreBoots358 (1.9%)−0.20−4.15 to +4.06Inconclusive
SvenSupportBoots32 (94.1%)−0.23−0.65 to +0.22Inconclusive
Drow RangerSupportBoots391 (90.9%)−0.36−1.13 to +0.32Inconclusive
MagnusCoreBoots6,473 (87.8%)−0.45−0.81 to −0.06Inconclusive
Queen of PainCoreBoots5,589 (94.3%)−0.49−0.74 to −0.25Inconclusive
Night StalkerCoreBoots1,756 (16.3%)−0.63−2.81 to +1.07Inconclusive
MiranaCoreBoots459 (65.2%)−0.85−2.53 to +0.97Inconclusive
Ogre MagiCoreBoots444 (27.7%)−0.89−4.95 to +2.02Inconclusive
EarthshakerCoreBoots5,044 (63.3%)−1.24−1.90 to −0.39Inconclusive
Ogre MagiSupportBoots54 (1.1%)−1.34−6.66 to +3.93Inconclusive
WindrangerSupportBoots2,031 (34.6%)−1.42−2.94 to +0.24Inconclusive
Outworld DevourerSupportBoots125 (61.9%)−1.47−4.19 to +1.08Inconclusive
Nyx AssassinCoreBoots433 (31.0%)−1.59−5.26 to +1.60Inconclusive
MiranaSupportBoots428 (4.2%)−1.64−5.35 to +2.03Inconclusive
Winter WyvernCoreBoots490 (89.4%)−1.77−2.27 to −1.17✕ Worse
HoodwinkCoreBoots113 (59.2%)−1.94−4.38 to +0.51Inconclusive
ZeusCoreBoots212 (8.8%)−2.01−7.28 to +2.23Inconclusive
Bounty HunterSupportBoots48 (0.3%)−2.17−10.47 to +7.62Inconclusive
HoodwinkSupportBoots298 (2.4%)−2.78−7.04 to +2.53Inconclusive
Dark WillowCoreBoots81 (49.7%)−3.07−7.18 to +0.61Inconclusive
EarthshakerSupportBoots92 (2.1%)−3.62−7.85 to +0.60Inconclusive
RubickSupportBoots73 (0.4%)−3.77−8.89 to +1.70Inconclusive
LinaCoreBoots257 (2.2%)−4.10−8.84 to +1.32Inconclusive
SnapfireCoreBoots309 (5.7%)−4.41−8.72 to +0.14Inconclusive
RubickCoreBoots603 (24.6%)−5.00−7.66 to −1.59Inconclusive
Queen of PainSupportBoots141 (34.6%)−5.02−8.53 to −0.96Inconclusive
ZeusSupportBoots82 (1.2%)−5.10−10.83 to +1.07Inconclusive
Ember SpiritCoreBoots491 (3.5%)−5.36−8.66 to −1.33✕ Worse
Nyx AssassinSupportBoots39 (0.4%)−5.55−10.52 to +1.05Inconclusive
Legion CommanderCoreBoots395 (4.0%)−6.15−10.20 to −1.77✕ Worse
Dark WillowSupportBoots112 (1.0%)−6.70−13.25 to +0.44Inconclusive
MagnusSupportBoots135 (6.8%)−7.72−11.85 to −2.74Inconclusive
InvokerCoreBoots402 (2.6%)−8.16−11.95 to −3.59Inconclusive
NecrophosCoreBoots158 (1.3%)−11.12−16.81 to −5.98Inconclusive
TidehunterCoreBoots37 (0.4%)−11.53−19.69 to −3.18Inconclusive
LifestealerCoreBoots115 (0.8%)−12.94−19.85 to −5.09✕ Worse
InvokerSupportBoots56 (3.2%)−13.17−18.73 to −7.84Inconclusive
LionSupportBoots upgrade40 (8.5%)−18.56−25.45 to −12.80Inconclusive
Drow RangerCoreBoots upgrade33 (7.0%)−19.06−25.81 to −12.76Inconclusive
Drow RangerCoreBoots39,716 (99.8%)––Consensus · 99.8% of purchases
Dragon KnightCoreBoots22,194 (99.5%)––Consensus · 99.5% of purchases
SlarkCoreBoots17,639 (99.2%)––Consensus · 99.2% of purchases
LunaCoreBoots17,173 (100.0%)––Consensus · 100.0% of purchases
SvenCoreBoots15,804 (99.1%)––Consensus · 99.1% of purchases
Anti-MageCoreBoots14,464 (100.0%)––Consensus · 100.0% of purchases
Phantom LancerCoreBoots12,860 (100.0%)––Consensus · 100.0% of purchases
WindrangerCoreBoots11,049 (97.7%)––Consensus · 97.7% of purchases
SniperCoreBoots5,115 (98.7%)––Consensus · 98.7% of purchases
Anti-MageSupportBoots106 (100.0%)––Consensus · 100.0% of purchases

How to read

What is WPA?

Win probability added: how much choosing an item changed the chance of winning, in percentage points, compared with what the hero usually buys in that same slot and situation. +1.0 means the choice won 1 percentage point more than the typical purchase. Unlike raw win rate, it accounts for the game state when the item was bought, so an item bought from ahead doesn't look good just because the game was already won.

Build slots

1st, 2nd, 3rd and 4th+ count completed items. Components that become another item in most matches (Perseverance, Dragon Lance, Kaya) do not take a slot: the item they build into does. Boots get a card of their own.

Confirmed or not

The ✓ Better or ✕ Worse badge only appears when the effect passes the false discovery control (10%) in both ways of measuring: at the start of the decision and at the moment of purchase. Without a badge, the sign of the WPA is a trend.

Where the data comes from

Ranked (All Pick) matches parsed by OpenDota in the current patch. One model estimates the chance of winning from the game state; another, the effect of each item at the time of the decision. It is association, not causation: the model sees the game, not who is playing.