B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Recent
66%
66% -- consumer expectation personalization for consumers (2025)
66% of consumers expect businesses to understand their unique needs and expectations.
- Attributed generally to 'studies show' without naming the specific research source or methodology
Attribution:
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Lighthouse Research Team
Last verified:
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Source verified
Evidence graded
Value
66%
Unit
Percentage
Data Vintage
2025
Entity
Geography
Global
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
maxwebdigital.com
Primary
Tier C
https://maxwebdigital.com/trends-insights/marketing-automation-guide/ ↗
Source Article
Marketing Automation Guide for Businesses
Running a business demands significant effort, but the key to sustained success lies in optimizing processes with minimal steps. For instance, marketing is one aspect of business that’s often tedious and time-consuming. From producing compelling content to managing customer data and analyzing campai…
Original Research
maxwebdigital.com
· Original study ↗
Methodology
Cited as 'studies show' without named source
Methodology documented
Segmentation
IndustryB2C
RegionGlobal
RoleAll marketers
Channelmulti-channel
Cite this stat
Plain Text
consumers: 66% consumer expectation personalization. Source: maxwebdigital.com (2025). Via Lighthouse Intelligence -- https://lighthousedata.io/data/consumers-expect-businesses-understand-needs
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<blockquote cite="https://lighthousedata.io/data/consumers-expect-businesses-understand-needs" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>66%</strong> -- consumer expectation personalization for consumers<br><small>Source: maxwebdigital.com (2025) · <a href="https://lighthousedata.io/data/consumers-expect-businesses-understand-needs" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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