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.

3,753 Tag battles recorded
270 Connected components

Top contenders

tag component score
'REEF RUNNER' 0 16.000000
NRL WARRIORS 0 -16.000000
DESIGN 1 422.669389
LEAD 1 383.578043
7" 1 301.040390
PENDANT 1 288.447777
EARRINGS 1 286.608736
PLATA 1 283.519267
BANNER 1 257.950468
DOOR PULL 1 237.163814
COSTUME 1 227.453752
TRAINERS 1 222.362647
NECKLACE 1 196.258534
WOVEN SILK 1 192.818636
ORNAMENT 1 189.335083
LINK 1 179.202909
ADAPTER 1 169.427248
DEODORANT 1 165.348669
SWEATSHIRT 1 160.092403
DIAMANTE 1 159.912105
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
MADE IN CROATIA GIFT 112 -331.784620
SPARKLING CELEBRATION 1 -271.871504
LITTLE MISS ONE-DERFUL 1 -244.461454
IBM 1 -239.965855
PAWSOME 1 -237.579548
MODERN BIRTHDAY 1 -230.025437
LITTLE MISTER ONE-DERFUL 1 -227.764777
ENGINE CONTROL MODULE 50 -219.443854
ESSENTIAL 1 -215.138801
SILICON WAFER 1 -213.595194
WOMEN 1 -213.395971
2023 1 -213.284088
INTEL 1 -203.549149
NOMINATION 1 -194.850310
SETTANTATRENTA 86 -194.438568
ROXY 1 -179.058709
NATURAL 1 -176.221054