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.

5,032 Tag battles recorded
381 Connected components

Top contenders

tag component score
'REEF RUNNER' 0 16.000000
NRL WARRIORS 0 -16.000000
EARRINGS 1 513.119227
DESIGN 1 427.798149
LEAD 1 383.578043
7" 1 301.040390
PENDANT 1 288.447777
PLATA 1 283.519267
SYSTEM 137X1 1 266.417280
COSTUME 1 259.500043
BANNER 1 257.950468
DOOR PULL 1 237.163814
TRAINERS 1 222.362647
NECKLACE 1 203.249404
WOVEN SILK 1 192.818636
CHAINSTITCH 1 190.685386
DANGLE 1 189.921310
ORNAMENT 1 189.335083
PERSONALIZED GIFTS 1 180.247581
SWEATSHIRT 1 176.534148
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 1 -478.983636
COLLAR 1 -383.629599
AROS 1 -359.990817
MANDALA 1 -356.161046
MADEIRA CLASSIC RAYON 41 -351.989596
MADE IN CROATIA GIFT 153 -331.784620
MOQUAI 247 -307.242465
SPARKLING CELEBRATION 1 -271.871504
LITTLE MISS ONE-DERFUL 1 -244.461454
IBM 1 -239.965855
PAWSOME 1 -237.579548
12X16 1 -230.625545
MODERN BIRTHDAY 1 -230.025437
LITTLE MISTER ONE-DERFUL 1 -227.764777
ENGINE CONTROL MODULE 72 -219.443854
ESSENTIAL 1 -215.138801
SILICON WAFER 1 -213.595194
WOMEN 1 -213.395971
2023 1 -213.284088
SINGER 114W103 1 -210.631100