B Evidence Grade B Graded under review Safe to Cite Current

21%

21% -- return on assets improvement for firms in highly competitive industries using marketing analytics dashboards (2026)

2026  · Prof. Koen Pauwels (research cited)

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Attribution: Prof. Koen Pauwels (research cited) View source
Lighthouse Research Team
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Source verified Evidence graded
Value
21%
Unit
Percentage
Data Vintage
2026
Entity
firms in highly competitive industries using marketing analytics dashboards
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
50
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
Prof. Koen Pauwels (research cited) Primary Tier C
https://analyticdashboards.wordpress.com/ ↗
Confidence: 48/100 Vintage: 2026 Channel: Common Crawl
Source Article
Smarter Marketing gets Better Results
Original Research
Prof. Koen Pauwels (research cited) · Original study ↗

Cited research by Prof. Pauwels; no methodology stated

Methodology documented
Industrymarketing
Plain Text
firms in highly competitive industries using marketing analytics dashboards: 21% return on assets improvement. Source: Prof. Koen Pauwels (research cited) (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/marketing-analytics-roa-competitive-industries-21pct
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<blockquote cite="https://lighthousedata.io/data/marketing-analytics-roa-competitive-industries-21pct" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>21%</strong> -- return on assets improvement for firms in highly competitive industries using marketing analytics dashboards<br><small>Source: Prof. Koen Pauwels (research cited) (2026) · <a href="https://lighthousedata.io/data/marketing-analytics-roa-competitive-industries-21pct" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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