B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Current
9%
9% -- explained variance in google star rating for small businesses (online reputation management model) (2026)
An online reputation management model in a 2026 small-business study explained 9% of variance in Google star ratings.
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Lighthouse Research Team
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Evidence graded
Value
9%
Unit
Percentage
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
60
Freshness
95
Source
Journal of Small Business Strategy
Primary
Tier C
https://plumbingseo.agency/blog/the-importance-of-online-reputation-management-for-your-businesses-w… ↗
Source Article
Online Reputation Management for Plumbers
- Your reviews are a sales conversation before the homeowner ever calls. Star rating, recency, and owner replies help decide who gets the job.
- Google says more reviews and positive ratings can help local ranking. That makes reputation work part of local SEO, not just customer service.
- The safest…
Original Research
Journal of Small Business Strategy
· Original study ↗
Methodology
Statistical model from 2026 Journal of Small Business Strategy study
Methodology documented
Segmentation
Industrymarketing
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Plain Text
small businesses (online reputation management model): 9% explained variance in google star rating. Source: Journal of Small Business Strategy (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/orm-explains-9-percent-star-rating-variance-2026
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<blockquote cite="https://lighthousedata.io/data/orm-explains-9-percent-star-rating-variance-2026" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>9%</strong> -- explained variance in google star rating for small businesses (online reputation management model)<br><small>Source: Journal of Small Business Strategy (2026) · <a href="https://lighthousedata.io/data/orm-explains-9-percent-star-rating-variance-2026" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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