The correlation between Cost and kda is 0.76. The more Cost, the more kda, and vice versa. But some values are higher than expected, some are lower. Efficiency is a difference between the value of kda depending on Cost (blue dots) with respect to the expected value (red line).
Efficiency
Boots Of Travel 2 0.8628
Eye Of Skadi 0.8190
Bottle 0.8027
Butterfly 0.7464
Nullifier 0.6131
Kaya And Sange 0.6080
Swift Blink 0.6059
Disperser 0.5804
Boots Of Travel 0.5776
Yasha And Kaya 0.5680
Shiva'S Guard 0.5098
Revenant'S Brooch 0.4930
Linken'S Sphere 0.4363
Manta Style 0.4263
Power Treads 0.4087
Octarine Core 0.3963
Aghanim'S Shard 0.3687
Falcon Blade 0.3551
Daedalus 0.3494
Moon Shard 0.3441
Orb Of Corrosion 0.3331
Phylactery 0.3188
Soul Ring 0.2798
Satanic 0.2663
Phase Boots 0.2344
Wraith Band 0.2330
Holy Locket 0.2326
Harpoon 0.2228
Magic Wand 0.2160
Witch Blade 0.2125
Diffusal Blade 0.1876
Abyssal Blade 0.1684
Monkey King Bar 0.1564
Sange And Yasha 0.1480
Bracer 0.1430
Refresher Orb 0.1397
Assault Cuirass 0.1261
Scythe Of Vyse 0.1212
Skull Basher 0.1032
Null Talisman 0.1030
Bloodstone 0.0892
Veil Of Discord 0.0883
Desolator 0.0737
Hurricane Pike 0.0660
Pavise 0.0587
Overwhelming Blink 0.0559
Bloodthorn 0.0498
Heart Of Tarrasque 0.0497
Aghanim'S Scepter 0.0418
Mage Slayer 0.0376
Solar Crest 0.0363
Radiance 0.0163
Meteor Hammer 0.0026
Mjollnir -0.0052
Boots Of Bearing -0.0286
Vladmir'S Offering -0.0399
Arcane Blink -0.0441
Wind Waker -0.0811
Crystalys -0.0958
Gleipnir -0.1032
Blink Dagger -0.1101
Blade Mail -0.1129
Dragon Lance -0.1135
Pipe Of Insight -0.1142
Black King Bar -0.1289
Crimson Guard -0.1321
Aether Lens -0.1463
Lotus Orb -0.1568
Mask Of Madness -0.1728
Arcane Boots -0.1771
Spirit Vessel -0.1834
Eternal Shroud -0.1850
Aghanim'S Blessing -0.2070
Eul'S Scepter Of Divinity -0.2089
Echo Sabre -0.2124
Ethereal Blade -0.2170
Hand Of Midas -0.2177
Aeon Disk -0.2185
Tranquil Boots -0.2269
Heaven'S Halberd -0.2392
Rod Of Atos -0.2452
Force Staff -0.2577
Drum Of Endurance -0.2644
Glimmer Cape -0.2752
Orchid Malevolence -0.2899
Battle Fury -0.3099
Guardian Greaves -0.3237
Urn Of Shadows -0.3261
Vanguard -0.3344
Silver Edge -0.3710
Armlet Of Mordiggian -0.4362
Mekansm -0.4628
Medallion Of Courage -0.4808
Maelstrom -0.5326
Dagon -0.6205
Shadow Blade -0.6785
Helm Of The Dominator -0.6938
Helm Of The Overlord -0.8424
Dagon (2) -0.8559
Dagon (5) -0.8680
Dagon (3) -1.0006
Dagon (4) -1.1346