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.

8,438 Tag battles recorded
509 Connected components

Top contenders

tag component score
'REEF RUNNER' 0 16.000000
NRL WARRIORS 0 -16.000000
CEILING 1 668.527877
SAREE 1 631.312325
EARRINGS 1 537.266330
DUPATTA 1 466.404635
NECKLACE 1 451.021124
WITHOUT 1 439.225726
DOG BANDANA 1 432.462953
DESIGN 1 427.798149
LEAD 1 383.578043
DORIA 1 333.709858
FIXTURE 1 305.780436
7" 1 301.040390
PLATA 1 283.519267
TOY 1 281.893397
PENDANT 1 279.078783
STERLING SILVER 1 269.643120
SYSTEM 137X1 1 266.417280
NAPPA SHEEPSKIN 1 264.768995
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
HAND 1 -713.589336
KANCHIPURAM 1 -543.103321
AIRBRUSH 1 -478.983636
BLOCK 1 -413.581277
LIGHT 1 -391.718607
WOMENS 1 -383.926475
COLLAR 1 -383.629599
AROS 1 -359.990817
MANDALA 1 -356.161046
COMPAMIA 1 -354.322514
MADEIRA CLASSIC RAYON 53 -351.989596
FOREVER PATIO 1 -344.321515
BRONZE 1 -339.736625
MADE IN CROATIA GIFT 203 -331.784620
MOQUAI 332 -307.242465
PEACE 1 -273.118440
SPARKLING CELEBRATION 1 -271.871504
LLOYD FLANDERS 1 -251.559821
LITTLE MISS ONE-DERFUL 1 -244.461454
IBM 1 -239.965855