ELO-Inspired Tag Rankings

Battle-tested tag hierarchy from product titles

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How it works

Tags that appear later (rightmost position) in product titles consistently win battles against tags that appear earlier. We use an ELO-style ranking system to score each tag based on its positional dominance.

2,544 Tag battles recorded
207 Connected components

Top contenders

tag component score
DESIGN 0 422.669389
PENDANT 0 288.447777
EARRINGS 0 249.171099
DOOR PULL 0 237.163814
TRAINERS 0 222.362647
ORNAMENT 0 189.335083
ADAPTER 0 169.427248
DEODORANT 0 165.348669
SWEATSHIRT 0 160.092403
ORGANIC 0 146.669920
INTERFOLD 0 145.312208
NECKLACE 0 141.494827
GOLD 0 133.876576
SANDALS 0 130.936323
INCENSE STICKS 0 129.819534
MICROPROCESSOR 0 127.326411
JEANS 0 126.542270
STUD EARRINGS 0 118.971314
LYCRA 0 111.577910
NAVY 0 110.094656
Top tags bar chart
Top 20 tags by inferred depth.

Biggest losers

Tags that our model predicts are most likely to be pushed to the end of product titles.

tag component score
AIRBRUSH 0 -478.983636
MADE IN CROATIA GIFT 87 -331.784620
IBM 0 -239.965855
WOMEN 0 -222.980457
ENGINE CONTROL MODULE 36 -219.443854
ESSENTIAL 0 -215.138801
SILICON WAFER 0 -213.595194
INTEL 0 -203.549149
2023 0 -202.208584
SETTANTATRENTA 66 -194.438568
REVERSIBLE 27 -186.119045
ROXY 0 -179.058709
CHOC-O-LAIT 53 -174.262090
MEN 0 -173.288598
LOGIC CHIP 0 -155.834274
USB-C 0 -154.780233
COMPATIBLE 7 -154.441836
WALL BASKET 28 -149.016281
BELGISCHE 21 -146.569054
NATURAL 0 -138.386729