B Evidence Grade B Graded under review Safe to Cite Current

77%

77% -- shoppers purchasing out of stock item immediately for hybrid shoppers (2026)

2026  · 84.51°

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Attribution: 84.51° View source
Lighthouse Research Team
Last verified:  ·  How we verify data →
Source verified Evidence graded
Value
77%
Unit
Percentage
Data Vintage
2026
Entity
hybrid shoppers
Geography
US
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
75
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
84.51° Primary Tier B
https://www.krogerprecisionmarketing.com/knowledge-hub/blog/seamless-crafting-a-cohesive-shopper-exp… ↗
Confidence: 53/100 Vintage: 2026 Channel: Deep Crawl
Source Article
Seamless: Crafting a cohesive shopper experience - Kroger Precision Marketing
As the number of online shoppers continues to climb, more consumers have grown to expect a seamless shopping experience that allows them to move easily between physical stores and online platforms. Customers might start their shopping journey with an online product search but prefer to visit the sto…
Original Research
84.51° · Original study ↗

84.51° research on shopper substitution behavior, cited by Kroger Precision Marketing

Methodology documented
IndustryRetail RegionUS Channelmulti-channel
Plain Text
hybrid shoppers: 77% shoppers purchasing out of stock item immediately. Source: 84.51° (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/shoppers-buy-out-of-stock-item-immediately-77
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<blockquote cite="https://lighthousedata.io/data/shoppers-buy-out-of-stock-item-immediately-77" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>77%</strong> -- shoppers purchasing out of stock item immediately for hybrid shoppers<br><small>Source: 84.51° (2026) · <a href="https://lighthousedata.io/data/shoppers-buy-out-of-stock-item-immediately-77" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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