B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Current
4
4 -- count of top map pack ranking factors that are review based for Google Map Pack ranking factors (2026)
4 of the top 14 Google Map Pack ranking factors are review-based.
Attribution:
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Lighthouse Research Team
Last verified:
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Source verified
Evidence graded
Value
4
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
75
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
Source
Welcomemat
Primary
Tier B
https://www.welcomemat.com/the-impact-of-reputation-management-turning-reviews-into-car-wash-revenue ↗
Source Article
The Impact of Reputation Management: Turning Reviews Into Car Wash Revenue
The Impact of Reputation Management: Turning Reviews Into Car Wash Revenue
In today’s competitive car wash landscape, reputation is no longer just about perception, it’s a revenue driver. Reviews influence where your car wash ranks in search, whether customers choose you over a competitor, and even …
Original Research
Welcomemat
· Original study ↗
Methodology
Cited in Welcomemat webinar
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
Google Map Pack ranking factors: 4 count of top map pack ranking factors that are review based. Source: Welcomemat (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/map-pack-ranking-factors-review-based-2026
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<blockquote cite="https://lighthousedata.io/data/map-pack-ranking-factors-review-based-2026" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>4</strong> -- count of top map pack ranking factors that are review based for Google Map Pack ranking factors<br><small>Source: Welcomemat (2026) · <a href="https://lighthousedata.io/data/map-pack-ranking-factors-review-based-2026" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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