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Mirror the Zenodo deposit

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  1. CITATION.cff +32 -0
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+ cff-version: 1.2.0
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+ message: "If you use this dataset, please cite it as below."
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+ title: "Product Tagging and Saved Intent in Online Retail: a measurement study of 1,028 Shopify storefronts and 700 Steam titles"
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+ abstract: >-
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+ A measurement study of how product tags and saved-item features are
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+ implemented in online retail. 1,028 Shopify storefronts were drawn by seeded
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+ random sample from the Tranco top 1M and measured for tag structure,
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+ namespace discipline, casing drift, wishlist implementation and Product
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+ JSON-LD completeness. 700 Steam titles were sampled as a contrast case in
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+ which tags are applied by the crowd against a shared controlled vocabulary
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+ rather than invented per store. Includes raw per-store records, per-store
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+ wishlist verification evidence, and all collection and analysis code.
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+ type: dataset
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+ authors:
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+ - family-names: Gerrish
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+ given-names: Jacob Ezra
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+ affiliation: SEMPITE
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+ orcid: "https://orcid.org/0009-0004-0820-2106"
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+ keywords:
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+ - ecommerce
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+ - product taxonomy
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+ - tagging
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+ - wishlists
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+ - Shopify
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+ - Steam
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+ - structured data
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+ - agentic commerce
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+ - web measurement
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+ license: CC-BY-4.0
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+ date-released: 2026-09-14
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+ version: "1.0.0"
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+ url: "https://sempite.com/research/product-tag-vocabularies/"