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

56%

56% -- negative review response rate for Colorado car dealers (2026)

2026  · n=7,504  · automotive.upup.one

Colorado car dealers answer 56% of their negative reviews based on a study of 7,504 negative reviews.

  • Near-census of negative reviews across Colorado dealerships
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Attribution: automotive.upup.one View source
Lighthouse Research Team
Last verified:  ·  How we verify data →
Source verified Evidence graded
Value
56%
Unit
Percentage
Data Vintage
2026
Entity
Colorado car dealers
Sample Size
7,504
B
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

Extraction
75
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
automotive.upup.one Primary Tier B
https://automotive.upup.one/research/ ↗
Confidence: 53/100 Vintage: 2026 Channel: Deep Crawl
Source Article
Research: US Used-Car Dealership Data Studies | Automotive
Research · Colorado Colorado Car Dealers Answer 56% of Their Negative Reviews. We Measured Nearly the Entire State. The industry stereotype says dealers ignore unhappy customers. Colorado breaks it, and the most surprising part is who exactly is doing the answering. A near-census of 7,504 negative r…
Original Research
automotive.upup.one · Original study ↗

Near-census measurement of 7,504 negative reviews across Colorado car dealerships; no specific collection period stated beyond 2026 publication

Methodology documented
Industrymarketing
Plain Text
Colorado car dealers: 56% negative review response rate. Source: automotive.upup.one (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/colorado-dealers-negative-review-response-rate
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<blockquote cite="https://lighthousedata.io/data/colorado-dealers-negative-review-response-rate" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>56%</strong> -- negative review response rate for Colorado car dealers<br><small>Source: automotive.upup.one (2026) · <a href="https://lighthousedata.io/data/colorado-dealers-negative-review-response-rate" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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