B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Current
40
40 -- positive reviews needed to counterbalance one negative for consumer perception (2026)
One negative review requires approximately 40 positive reviews to counterbalance its impact on consumer perception.
Attribution:
View source
Lighthouse Research Team
Last verified:
·
How we verify data →
Source verified
Evidence graded
Value
40
Unit
Count
Data Vintage
2026
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
web-aviso
Primary
Tier C
https://www.web-aviso.com/reputation-management ↗
Source Article
Online Reviews I Reputation Management
- Services
- AI & Digital Marketing
- SEO Services
- Online Visibility
- Design & Publishing
- Local Coverage
- Business North West
- Merseyside
- NW Region
- Resources
- Tools & Reports
- Learning Centre
- …
- Services
- AI & Digital Marketing
- SEO Services
- Online Visibility
- Design & Publishin…
Original Research
web-aviso
· Original study ↗
Methodology
Agency blog, unspecified research
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
consumer perception: 40 positive reviews needed to counterbalance one negative. Source: web-aviso (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/positive-reviews-counterbalance-negative
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<blockquote cite="https://lighthousedata.io/data/positive-reviews-counterbalance-negative" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>40</strong> -- positive reviews needed to counterbalance one negative for consumer perception<br><small>Source: web-aviso (2026) · <a href="https://lighthousedata.io/data/positive-reviews-counterbalance-negative" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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