B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Current
60%
60% -- businesses citing dirty data as crm barrier for businesses (2026)
60% of businesses cite dirty data as the biggest barrier to successful CRM adoption.
Attribution:
View source
Lighthouse Research Team
Last verified:
·
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Source verified
Evidence graded
Value
60%
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
Bullhorn / Gartner / Sirius / Salesforce
Primary
Tier C
https://www.barclayjones.com/blog ↗
Source Article
Best Bullhorn RoI Experts, Automation, Analytics, AI, Training
Recruitment, Training, Automation Tips
3 Ways to Automate Away the Counter Offer and Drop Out
Recruiters who want to prevent counter offers and drop outs have several choices.They sit and do nothing, assuming the candidate remained loyal to them and was not flattered or hood winked into accepting a …
Original Research
Bullhorn / Gartner / Sirius / Salesforce
· Original study ↗
Methodology
Secondary citation in blog stat list
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
businesses: 60% businesses citing dirty data as crm barrier. Source: Bullhorn / Gartner / Sirius / Salesforce (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/dirty-data-crm-adoption-barrier
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<blockquote cite="https://lighthousedata.io/data/dirty-data-crm-adoption-barrier" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>60%</strong> -- businesses citing dirty data as crm barrier for businesses<br><small>Source: Bullhorn / Gartner / Sirius / Salesforce (2026) · <a href="https://lighthousedata.io/data/dirty-data-crm-adoption-barrier" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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