Item Slam
Patch 7.41f
Octarine Core in patch 7.41f: WPA of the purchase on 31 heroes, by role and build slot, against the other items bought in the same slot. Highest WPA, still inconclusive: Shadow Shaman support, 4th+ item (+6.44 pp).
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 |
|---|---|---|---|---|---|---|
 Shadow Shaman | Support | 4th+ item | 69 (2.4%) | +6.44 | +1.66 to +11.99 | Inconclusive |
 Slark | Core | 2nd item | 66 (0.4%) | +5.68 | +1.36 to +9.27 | Inconclusive |
 Rubick | Core | 3rd item | 38 (1.4%) | +5.12 | +1.33 to +9.64 | Inconclusive |
 Zeus | Core | 3rd item | 34 (1.5%) | +5.06 | +0.89 to +9.22 | Inconclusive |
 Pudge | Support | 4th+ item | 47 (0.4%) | +4.92 | −1.74 to +11.84 | Inconclusive |
 Tidehunter | Core | 3rd item | 60 (0.7%) | +4.88 | +1.98 to +8.11 | Inconclusive |
 Skywrath Mage | Support | 4th+ item | 34 (1.0%) | +4.76 | +0.44 to +9.56 | Inconclusive |
| Slark | Core | 3rd item | 141 (1.0%) | +4.69 | +1.86 to +7.65 | Inconclusive |
| Skywrath Mage | Core | 4th+ item | 47 (2.3%) | +4.63 | +0.81 to +8.50 | Inconclusive |
 Earthshaker | Core | 3rd item | 224 (2.9%) | +4.41 | +0.96 to +7.30 | Inconclusive |
 Spirit Breaker | Core | 4th+ item | 125 (9.7%) | +4.41 | +1.13 to +6.93 | Inconclusive |
 Invoker | Core | 1st item | 217 (1.3%) | +4.23 | +0.41 to +8.19 | Inconclusive |
| Tidehunter | Core | 4th+ item | 611 (4.5%) | +4.17 | +1.85 to +6.29 | Inconclusive |
 Techies | Core | 4th+ item | 51 (6.3%) | +3.85 | +0.10 to +7.33 | Inconclusive |
| Spirit Breaker | Core | 3rd item | 45 (4.1%) | +3.62 | −0.28 to +6.98 | Inconclusive |
 Ember Spirit | Core | 4th+ item | 435 (2.2%) | +3.56 | +0.50 to +6.49 | Inconclusive |
| Invoker | Support | 2nd item | 88 (3.2%) | +3.47 | +0.23 to +7.04 | Inconclusive |
 Mirana | Support | 3rd item | 198 (2.3%) | +3.36 | −0.23 to +6.74 | Inconclusive |
| Techies | Support | 4th+ item | 381 (8.4%) | +3.31 | +0.94 to +6.04 | Inconclusive |
 Dragon Knight | Core | 3rd item | 1,801 (9.0%) | +3.22 | +1.54 to +4.73 | Inconclusive |
| Slark | Core | 4th+ item | 757 (2.7%) | +3.15 | +1.09 to +4.95 | Inconclusive |
 Undying | Support | 4th+ item | 57 (3.0%) | +3.12 | −0.83 to +7.56 | Inconclusive |
| Zeus | Support | 3rd item | 89 (2.1%) | +3.10 | −0.07 to +6.37 | Inconclusive |
 Dark Willow | Support | 3rd item | 51 (0.6%) | +2.98 | −1.02 to +7.00 | Inconclusive |
 Axe | Core | 4th+ item | 415 (2.1%) | +2.92 | −0.12 to +6.20 | Inconclusive |
| Dragon Knight | Core | 2nd item | 91 (0.4%) | +2.85 | −0.21 to +5.94 | Inconclusive |
| Undying | Support | 1st item | 35 (0.4%) | +2.85 | −1.26 to +7.52 | Inconclusive |
| Rubick | Support | 4th+ item | 235 (1.7%) | +2.83 | −0.48 to +6.39 | Inconclusive |
 Snapfire | Support | 4th+ item | 36 (1.1%) | +2.80 | −1.05 to +6.10 | Inconclusive |
| Zeus | Support | 4th+ item | 765 (14.5%) | +2.58 | +0.95 to +4.38 | Inconclusive |
| Invoker | Support | 4th+ item | 118 (9.6%) | +2.57 | +0.38 to +5.05 | Inconclusive |
| Spirit Breaker | Support | 4th+ item | 297 (6.9%) | +2.54 | −0.52 to +5.64 | Inconclusive |
| Rubick | Core | 4th+ item | 329 (7.9%) | +2.51 | +0.09 to +5.01 | Inconclusive |
| Undying | Support | 2nd item | 50 (0.7%) | +2.48 | −1.03 to +6.39 | Inconclusive |
| Invoker | Support | 3rd item | 105 (5.9%) | +2.40 | +0.04 to +5.14 | Inconclusive |
| Undying | Support | 3rd item | 55 (1.5%) | +2.27 | −1.50 to +6.33 | Inconclusive |
| Earthshaker | Support | 3rd item | 103 (2.9%) | +2.21 | −1.60 to +5.26 | Inconclusive |
| Mirana | Support | 2nd item | 49 (0.3%) | +2.18 | −1.44 to +6.20 | Inconclusive |
| Invoker | Core | 4th+ item | 2,178 (10.2%) | +2.09 | +1.01 to +3.52 | Inconclusive |
| Mirana | Support | 4th+ item | 455 (7.6%) | +1.96 | −0.29 to +4.50 | Inconclusive |
 Nyx Assassin | Support | 4th+ item | 88 (3.4%) | +1.93 | −1.59 to +5.31 | Inconclusive |
| Snapfire | Core | 4th+ item | 185 (2.2%) | +1.92 | −1.62 to +5.14 | Inconclusive |
 Legion Commander | Core | 4th+ item | 99 (1.0%) | +1.90 | −1.27 to +5.70 | Inconclusive |
 Night Stalker | Core | 4th+ item | 117 (1.0%) | +1.90 | −2.69 to +6.52 | Inconclusive |
| Earthshaker | Core | 4th+ item | 2,530 (19.6%) | +1.87 | +0.92 to +2.97 | Inconclusive |
| Earthshaker | Support | 4th+ item | 242 (8.5%) | +1.84 | −1.08 to +4.45 | Inconclusive |
| Techies | Support | 2nd item | 551 (4.3%) | +1.83 | −0.62 to +4.01 | Inconclusive |
| Pudge | Core | 4th+ item | 37 (0.2%) | +1.81 | −3.31 to +6.48 | Inconclusive |
 Magnus | Core | 4th+ item | 98 (1.5%) | +1.78 | −2.84 to +6.40 | Inconclusive |
| Dark Willow | Support | 4th+ item | 220 (3.8%) | +1.73 | −2.13 to +5.64 | Inconclusive |
| Nyx Assassin | Support | 3rd item | 44 (0.9%) | +1.66 | −2.37 to +6.40 | Inconclusive |
| Invoker | Core | 2nd item | 4,162 (26.8%) | +1.65 | +0.62 to +2.60 | Inconclusive |
 Queen of Pain | Core | 3rd item | 135 (2.7%) | +1.58 | −1.24 to +5.06 | Inconclusive |
 Necrophos | Core | 4th+ item | 156 (0.7%) | +1.43 | −2.12 to +4.91 | Inconclusive |
| Undying | Core | 4th+ item | 169 (6.8%) | +1.36 | −1.71 to +4.35 | Inconclusive |
| Zeus | Core | 4th+ item | 639 (13.3%) | +1.32 | −0.18 to +3.27 | Inconclusive |
| Invoker | Core | 3rd item | 2,191 (16.7%) | +1.28 | +0.18 to +2.56 | Inconclusive |
 Lina | Core | 4th+ item | 240 (1.9%) | +1.17 | −2.15 to +4.71 | Inconclusive |
| Spirit Breaker | Support | 3rd item | 199 (2.7%) | +1.01 | −2.52 to +4.77 | Inconclusive |
| Mirana | Core | 4th+ item | 73 (10.8%) | +0.99 | −1.93 to +4.03 | Inconclusive |
 Hoodwink | Support | 4th+ item | 60 (1.0%) | +0.82 | −4.89 to +6.39 | Inconclusive |
| Techies | Support | 3rd item | 490 (6.6%) | +0.70 | −1.46 to +3.13 | Inconclusive |
| Undying | Core | 3rd item | 170 (8.5%) | +0.68 | −2.48 to +3.41 | Inconclusive |
 Ogre Magi | Core | 4th+ item | 126 (4.7%) | +0.56 | −3.89 to +4.85 | Inconclusive |
| Techies | Support | 1st item | 323 (2.1%) | +0.48 | −2.81 to +4.59 | Inconclusive |
| Dragon Knight | Core | 4th+ item | 8,574 (26.1%) | +0.37 | −0.09 to +0.94 | Inconclusive |
| Spirit Breaker | Support | 2nd item | 89 (0.7%) | +0.33 | −4.02 to +4.28 | Inconclusive |
 Lion | Support | 4th+ item | 30 (0.6%) | +0.26 | −4.57 to +5.57 | Inconclusive |
| Queen of Pain | Core | 4th+ item | 872 (10.1%) | +0.25 | −1.57 to +2.10 | Inconclusive |
| Nyx Assassin | Core | 3rd item | 52 (3.7%) | +0.05 | −3.84 to +4.68 | Inconclusive |
| Nyx Assassin | Core | 4th+ item | 129 (9.4%) | −0.02 | −2.71 to +2.76 | Inconclusive |
| Undying | Core | 2nd item | 358 (14.0%) | −0.10 | −2.82 to +2.54 | Inconclusive |
| Undying | Core | 1st item | 780 (27.6%) | −0.26 | −2.55 to +2.23 | Inconclusive |
 Crystal Maiden | Core | 4th+ item | 46 (10.3%) | −0.79 | −3.36 to +1.60 | Inconclusive |
 Dawnbreaker | Core | 4th+ item | 85 (0.5%) | −2.73 | −8.18 to +2.12 | Inconclusive |
 Outworld Devourer | Core | 4th+ item | 101 (0.4%) | −3.52 | −8.10 to +0.79 | Inconclusive |
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.
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.
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.
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.