B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Recent
57%
57% -- share of shoppers frustrated by long hold times for retail shoppers (2025)
57% of shoppers state that long hold times are disappointing.
Attribution:
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Lighthouse Research Team
Last verified:
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Source verified
Evidence graded
Value
57%
Unit
Percentage
Data Vintage
2025
Entity
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
xbyteanalytics.com
Primary
Tier C
https://www.xbyteanalytics.com/how-power-bi-in-retail-elevates-customer-experience/ ↗
Source Article
How Power BI in Retail Elevates Customer Experience?
Quick Summary
Business intelligence tools such as Power BI can significantly improve retail operations and customer satisfaction quotient with their AI-driven features and competencies. Power BI has some of the most innovative features like hyper-personalization, smart inventory management, competit…
Original Research
xbyteanalytics.com
· Original study ↗
Methodology
Cited statistic in vendor blog; original survey source not identified
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
retail shoppers: 57% share of shoppers frustrated by long hold times. Source: xbyteanalytics.com (2025). Via Lighthouse Intelligence -- https://lighthousedata.io/data/shoppers-long-hold-times-disappointing
HTML Embed
<blockquote cite="https://lighthousedata.io/data/shoppers-long-hold-times-disappointing" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>57%</strong> -- share of shoppers frustrated by long hold times for retail shoppers<br><small>Source: xbyteanalytics.com (2025) · <a href="https://lighthousedata.io/data/shoppers-long-hold-times-disappointing" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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