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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Questions about this data

What is the return on assets improvement for firms in highly competitive industries using marketing analytics dashboards?

The return on assets improvement for firms in highly competitive industries using marketing analytics dashboards is 21% as of 2026 according to Prof. Koen Pauwels (research cited). This figure is the primary benchmark in the Lighthouse dataset for this segment. Individual results vary by region, channel mix, and audience quality.

What is a good return on assets improvement benchmark for firms in highly competitive industries using marketing analytics dashboards?

A strong return on assets improvement benchmark for firms in highly competitive industries using marketing analytics dashboards is 21%, using the current serving value as of 2026. This is one serving-eligible observation, not a distribution median; top-quartile comparisons require the underlying distribution. Vertical, audience size, and campaign type all shift what 'good' means.

How does firms in highly competitive industries using marketing analytics dashboards return on assets improvement compare to the industry average?

The published return on assets improvement serving value for firms in highly competitive industries using marketing analytics dashboards is 21% as of 2026. Individual sectors and audiences may differ substantially; this single observation does not establish an aggregate mean. Quartile comparisons require the underlying distribution, which is not implied by this record.

What factors affect return on assets improvement for firms in highly competitive industries using marketing analytics dashboards?

Primary drivers of return on assets improvement variation for firms in highly competitive industries using marketing analytics dashboards include audience segmentation, timing, and channel selection. Methodology documents campaign factors, but this serving record does not quantify the effect of personalization. The current serving value is 21% as of 2026.

What return on assets improvement should I aim for as a digital marketer in 2026?

For a digital marketer, the published return on assets improvement serving value is 21%; it is an evidence-grade reference, not a personalized target as of 2026. Any performance goal should account for channel mix and audience. Review the methodology before operational decisions; a gap from this serving value does not by itself indicate a structural issue.

Value
21%
Unit
Percentage
Data Vintage
2026
Entity
firms in highly competitive industries using marketing analytics dashboards
B
Strong, reliable evidence

Approved for serving with evidence grade B. The record passes the documented quality and serving gates; consult the methodology for provenance details.

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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