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

93%

93% -- consumer frustration rate for US fast-food visitors (2026)

Name: Consumer Frustration Rate Statistics
Creator: Lighthouse Intelligence
Published: 2026-10-04

2026 · bigdatanewsweekly.com

93% of monthly fast-food visitors in America state that their top frustration is long lines.

From a paid advertisement section for Miso Robotics
Original survey source not cited

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Attribution: bigdatanewsweekly.com View source

Lighthouse Research Team

Last verified: 2026-10-04 · How we verify data →

Source verified Evidence graded

Value

93%

Unit

Percentage

Data Vintage

2026

Entity

US fast-food visitors

Geography

Evidence Quality

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

Score breakdown

Extraction

Source Trust

Citation Chain

Independence

Methodology

Freshness

Source

bigdatanewsweekly.com Primary Tier C

https://www.bigdatanewsweekly.com/p/openai-launches-gpt-5-4-mini-and-gpt-5-4-nano ↗

Confidence: 48/100 Vintage: 2026 Channel: Common Crawl

Source Article

🤖 OpenAI launches GPT-5.4 mini and GPT

Original Research

bigdatanewsweekly.com · Original study ↗

Methodology

Survey cited in newsletter; original source not identified

Methodology documented

Segmentation

IndustryRetail RegionUS

Cite this stat

Plain Text

US fast-food visitors: 93% consumer frustration rate. Source: bigdatanewsweekly.com (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/fast-food-visitors-long-line-frustration-2026

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<blockquote cite="https://lighthousedata.io/data/fast-food-visitors-long-line-frustration-2026" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>93%</strong> -- consumer frustration rate for US fast-food visitors<br><small>Source: bigdatanewsweekly.com (2026) · <a href="https://lighthousedata.io/data/fast-food-visitors-long-line-frustration-2026" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>

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