The correlation between Cost and xpm is 0.69. The more Cost, the more xpm, and vice versa. But some values are higher than expected, some are lower. Efficiency is a difference between the value of xpm depending on Cost (blue dots) with respect to the expected value (red line).
Efficiency
Bottle 115.5253
Power Treads 104.3519
Boots Of Travel 2 98.9526
Boots Of Travel 92.8186
Butterfly 90.7582
Satanic 90.2873
Nullifier 86.6023
Swift Blink 84.7827
Wraith Band 83.4829
Eye Of Skadi 79.9127
Skull Basher 77.2456
Battle Fury 72.1257
Diffusal Blade 67.1286
Monkey King Bar 66.8882
Phase Boots 66.3109
Mask Of Madness 64.6283
Orb Of Corrosion 64.4089
Disperser 63.2584
Falcon Blade 62.6196
Moon Shard 62.2468
Aghanim'S Shard 62.0119
Manta Style 59.8583
Abyssal Blade 59.2487
Sange And Yasha 56.0182
Daedalus 55.5178
Soul Ring 51.0523
Dragon Lance 48.8356
Desolator 47.4925
Mage Slayer 46.8886
Linken'S Sphere 42.9383
Kaya And Sange 37.9782
Harpoon 36.0526
Black King Bar 35.7599
Blade Mail 35.0632
Revenant'S Brooch 33.5174
Bloodstone 33.4077
Assault Cuirass 32.7982
Hand Of Midas 32.6683
Crystalys 31.8697
Witch Blade 31.6971
Mjollnir 29.9388
Armlet Of Mordiggian 28.5673
Bracer 28.4029
Shiva'S Guard 28.0989
Yasha And Kaya 22.3082
Silver Edge 20.2327
Heart Of Tarrasque 19.9699
Radiance 19.1673
Echo Sabre 15.7486
Hurricane Pike 14.0525
Bloodthorn 13.4512
Overwhelming Blink 12.9927
Magic Wand 12.5565
Eternal Shroud 9.6508
Null Talisman 9.4429
Blink Dagger 3.6036
Octarine Core 2.4683
Aghanim'S Blessing 1.8145
Scythe Of Vyse -0.2916
Aghanim'S Scepter -7.0895
Arcane Blink -11.5673
Heaven'S Halberd -13.9965
Vanguard -16.5585
Phylactery -18.5652
Maelstrom -19.7735
Refresher Orb -21.5801
Orchid Malevolence -23.4410
Ethereal Blade -25.0660
Crimson Guard -29.0904
Gleipnir -34.4799
Meteor Hammer -36.5790
Aeon Disk -40.6502
Wind Waker -41.2803
Vladmir'S Offering -44.0728
Shadow Blade -44.3302
Veil Of Discord -45.5586
Lotus Orb -46.7613
Solar Crest -47.6816
Eul'S Scepter Of Divinity -47.9104
Tranquil Boots -51.8611
Pipe Of Insight -53.4321
Arcane Boots -54.6663
Aether Lens -63.1768
Helm Of The Dominator -69.3450
Pavise -71.5681
Urn Of Shadows -73.2708
Glimmer Cape -79.6519
Spirit Vessel -81.5383
Medallion Of Courage -82.7412
Rod Of Atos -84.4160
Force Staff -85.0817
Boots Of Bearing -89.7057
Dagon (5) -91.3932
Dagon -94.4253
Holy Locket -96.6590
Drum Of Endurance -102.8185
Dagon (2) -126.3432
Guardian Greaves -127.8827
Mekansm -132.2517
Helm Of The Overlord -134.8809
Dagon (3) -140.3522
Dagon (4) -153.6922