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.

1,540 Tag battles recorded
126 Connected components

Top contenders

tag component score
DESIGN 0 356.810597
PENDANT 0 274.745347
EARRINGS 0 240.141845
DOOR PULL 0 237.163814
ORNAMENT 0 187.199162
ADAPTER 0 169.427248
DEODORANT 0 165.348669
ORGANIC 0 146.669920
INTERFOLD 0 145.312208
NECKLACE 0 131.267819
MICROPROCESSOR 0 127.326411
GOLD 0 114.757194
CMOS 0 98.740571
UART 0 97.524980
2650 0 85.692250
FAIRCHILD 0 85.408355
SILVER 0 75.615466
ARGAN OIL 0 73.005662
DOCKING STATION 0 72.354583
TTL 0 71.964110
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 -402.541798
MADE IN CROATIA GIFT 57 -331.784620
IBM 0 -239.965855
ENGINE CONTROL MODULE 27 -219.443854
ESSENTIAL 0 -215.138801
SILICON WAFER 0 -213.595194
INTEL 0 -203.549149
SETTANTATRENTA 45 -194.438568
REVERSIBLE 22 -186.119045
MEN 0 -184.060779
CHOC-O-LAIT 39 -174.262090
BLACK 0 -160.435467
LOGIC CHIP 0 -155.834274
USB-C 0 -154.780233
BELGISCHE 16 -146.569054
NATURAL 0 -138.386729
CHOCOLADE 16 -130.711848
CHOCOEVE 0 -123.220612
RESIN 66 -117.097758
CASHMERE 45 -116.173281