B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Recent
57%
57% -- customer spending increase for satisfied/happy customers (2025)
Happy customers increase their spending by 57%.
Attribution:
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Lighthouse Research Team
Last verified:
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Source verified
Evidence graded
Value
57%
Unit
Percentage
Data Vintage
2025
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
35
Freshness
95
Source
sobot.io
Primary
Tier C
https://www.sobot.io/article/crm-integration-improves-customer-experience/ ↗
Source Article
Why CRM Integration Improves Customer Experience
Customer Relationship Management (CRM) Integration transforms how you manage customer interactions. By centralizing data, it enables you to deliver personalized and efficient service. However, businesses often face challenges like data synchronization issues, technical limitations, and employee resi…
Original Research
sobot.io
· Original study ↗
Methodology
Appears in article summary table with no attribution, sample, or date. Article undated — vintage set to estimated publication year.
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
satisfied/happy customers: 57% customer spending increase. Source: sobot.io (2025). Via Lighthouse Intelligence -- https://lighthousedata.io/data/happy-customers-spending-increase-57
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<blockquote cite="https://lighthousedata.io/data/happy-customers-spending-increase-57" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>57%</strong> -- customer spending increase for satisfied/happy customers<br><small>Source: sobot.io (2025) · <a href="https://lighthousedata.io/data/happy-customers-spending-increase-57" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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