B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Recent
63%
63% -- share of organizations lacking or unsure of data management practices for ai for organizations (2025)
63% of organizations either lack or are unsure if they have the data management practices required to reliably support AI-driven workflows.
Attribution:
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Lighthouse Research Team
Last verified:
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Source verified
Evidence graded
Value
63%
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
75
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
Source
Gartner
Primary
Tier B
https://www.datamagnet.co/post/data-quality-automation-playbook/ ↗
Source Article
Data Quality Automation Playbook: Cut Manual Work Fast
Disclosure: Datamagnet publishes this article. Product capabilities described below are based on public documentation, retrieved July 19, 2026.
Data Quality Automation Playbook: Reduce Manual Work by 80%
You can't hire your way out of a data quality problem. Gartner's benchmark study found that poor…
Original Research
Gartner
· Original study ↗
Methodology
Gartner press release
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
organizations: 63% share of organizations lacking or unsure of data management practices for ai. Source: Gartner (2025). Via Lighthouse Intelligence -- https://lighthousedata.io/data/gartner-orgs-lack-ai-ready-data-2025
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<blockquote cite="https://lighthousedata.io/data/gartner-orgs-lack-ai-ready-data-2025" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>63%</strong> -- share of organizations lacking or unsure of data management practices for ai for organizations<br><small>Source: Gartner (2025) · <a href="https://lighthousedata.io/data/gartner-orgs-lack-ai-ready-data-2025" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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