B
Evidence Grade B
Graded
under review
Safe to Cite
Current
20%
20% -- marketing efficiency uplift for businesses using personalization (2026)
Attribution:
View source
Lighthouse Research Team
Last verified:
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Source verified
Evidence graded
Value
20%
Unit
Percentage
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
50
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
Source
behavioraltargeting.biz
Primary
Tier C
https://behavioraltargeting.biz/what-is-behavioral-in-marketing-decode-the-psychology-behind-every-p… ↗
Source Article
What Is Behavioral In Marketing? Decode The Psychology Behind Every Purchase » BehavioralTargeting.biz
Original Research
behavioraltargeting.biz
· Original study ↗
Methodology
Cited research reference [[3]], original study not identified.
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
businesses using personalization: 20% marketing efficiency uplift. Source: behavioraltargeting.biz (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/personalization-marketing-efficiency-20
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<blockquote cite="https://lighthousedata.io/data/personalization-marketing-efficiency-20" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>20%</strong> -- marketing efficiency uplift for businesses using personalization<br><small>Source: behavioraltargeting.biz (2026) · <a href="https://lighthousedata.io/data/personalization-marketing-efficiency-20" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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