B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Current
24%
24% -- excess stock percentage of total inventory for retail sectors in North America (2026)
Retail sectors in North America hold 24% excess stock as a percentage of their total inventory.
Attribution:
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Lighthouse Research Team
Last verified:
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Source verified
Evidence graded
Value
24%
Unit
Percentage
Data Vintage
2026
Entity
Geography
North America
Evidence Quality
B
Strong, reliable evidence
Sourced from a well-regarded research firm or industry leader with transparent methodology and a reasonably large sample.
Single source - not yet corroborated
Score breakdown
Extraction
50
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
Source
tociny.ai
Primary
Tier C
https://tociny.ai/blog/stock-and-replenishment ↗
Source Article
The Ultimate Guide to Stock and Replenishment for Shopify Stores
February 2, 2026
For anyone running a Shopify store, stock and replenishment can feel like a high-wire act. On one side, you have the crippling fear of that dreaded "Sold Out" tag driving you to order more. On the other, you see dusty boxes in your warehouse, and all you can think about is the cash …
Original Research
tociny.ai
· Original study ↗
Methodology
Cited research on supply chain planning; original source not named
Methodology documented
Segmentation
IndustryRetail
RegionNorth America
Channelcontent
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Plain Text
retail sectors in North America: 24% excess stock percentage of total inventory. Source: tociny.ai (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/north-america-retail-excess-stock-24
HTML Embed
<blockquote cite="https://lighthousedata.io/data/north-america-retail-excess-stock-24" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>24%</strong> -- excess stock percentage of total inventory for retail sectors in North America<br><small>Source: tociny.ai (2026) · <a href="https://lighthousedata.io/data/north-america-retail-excess-stock-24" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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