B Evidence Grade B Graded accuracy verified by the review judge Safe to Cite Current

30%

30% -- return rate from picking errors for Retail orders with picking errors (2026)

2026  · National Retail Federation

Picking errors in retail order fulfillment can result in customer return rates of up to 30%.

  • Represents an upper bound ('up to 30%')
  • Secondary citation of National Retail Federation data
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Attribution: National Retail Federation View source
Lighthouse Research Team
Last verified:  ·  How we verify data →
Source verified Evidence graded
Value
30%
Unit
Percentage
Data Vintage
2026
Entity
Retail orders with picking errors
B
Strong, reliable evidence

Sourced from a well-regarded research firm or industry leader with transparent methodology and a reasonably large sample.

61/100 confidence

Single source - not yet corroborated

Extraction
50
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
National Retail Federation Primary Tier C
https://amilo.co/academy/top-6-methods-to-improve-warehouse-picking-efficiency/en ↗
Confidence: 48/100 Vintage: 2026 Channel: Common Crawl
Source Article
Top 6 Methods to Improve Warehouse Picking Efficiency
Original Research
National Retail Federation · Original study ↗

National Retail Federation data, secondary citation

Methodology documented
Industrymarketing
Plain Text
Retail orders with picking errors: 30% return rate from picking errors. Source: National Retail Federation (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/picking-errors-return-rate-30
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<blockquote cite="https://lighthousedata.io/data/picking-errors-return-rate-30" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>30%</strong> -- return rate from picking errors for Retail orders with picking errors<br><small>Source: National Retail Federation (2026) · <a href="https://lighthousedata.io/data/picking-errors-return-rate-30" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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