B Evidence Grade B Graded accuracy verified by the review judge Safe to Cite Dated

$12,900,000

$12,900,000 -- annual cost of poor data quality for average organization (2020)

2020  · Gartner

Poor data quality costs the average organization $12.9 million per year.

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Attribution: Gartner View source
Lighthouse Research Team
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Source verified Evidence graded
Value
$12,900,000
Unit
Currency Usd
Data Vintage
2020
Entity
average organization
B
Strong, reliable evidence

Sourced from a well-regarded research firm or industry leader with transparent methodology and a reasonably large sample.

61/100 confidence

Single source - not yet corroborated

Extraction
75
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
Gartner Primary Tier B
https://www.datamagnet.co/post/data-quality-automation-playbook/ ↗
Confidence: 53/100 Vintage: 2020 Channel: Deep Crawl
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 ↗

Gartner data quality benchmark study, still cited in Gartner 2025-2026 guidance

Methodology documented
Period Value Change
2020 (current) $12,900,000
2021 $12,900,000 0%
Industrymarketing
Plain Text
average organization: $12,900,000 annual cost of poor data quality. Source: Gartner (2020). Via Lighthouse Intelligence -- https://lighthousedata.io/data/poor-data-quality-cost-12-9m-gartner
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<blockquote cite="https://lighthousedata.io/data/poor-data-quality-cost-12-9m-gartner" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>$12,900,000</strong> -- annual cost of poor data quality for average organization<br><small>Source: Gartner (2020) · <a href="https://lighthousedata.io/data/poor-data-quality-cost-12-9m-gartner" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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