B Evidence Grade B Graded under review Safe to Cite Recent

6%

6% -- share of products with half star rating increase for Amazon products with 3-4 reviews (2025-10)

2025-10  · Journal of Marketing Research

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Attribution: Journal of Marketing Research View source
Lighthouse Research Team
Last verified:  ·  How we verify data →
Source verified Evidence graded
Value
6%
Unit
Percentage
Data Vintage
2025-10
Entity
Amazon products with 3-4 reviews
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
95
Source Trust
60
Citation Chain
20
Independence
30
Methodology
60
Freshness
95
Journal of Marketing Research Primary Tier A
https://app.sciencesays.com/p/don-t-ask-for-reviews-on-weekends ↗
Confidence: 59/100 Vintage: 2025-10 Channel: Common Crawl
Source Article
Don't ask for reviews on weekends
Original Research
Journal of Marketing Research · Original study ↗

Simulation from large-scale review analysis; Journal of Marketing Research

Methodology documented
Industrymarketing
Plain Text
Amazon products with 3-4 reviews: 6% share of products with half star rating increase. Source: Journal of Marketing Research (2025-10). Via Lighthouse Intelligence -- https://lighthousedata.io/data/amazon-half-star-weekend-exclusion-2025
HTML Embed
<blockquote cite="https://lighthousedata.io/data/amazon-half-star-weekend-exclusion-2025" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>6%</strong> -- share of products with half star rating increase for Amazon products with 3-4 reviews<br><small>Source: Journal of Marketing Research (2025-10) · <a href="https://lighthousedata.io/data/amazon-half-star-weekend-exclusion-2025" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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