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Data debt: AI’s value killer hidden in plain sight

ID: f4900818-fcda-5cd1-a099-8d158e97ca21

STIX ID: report--f4900818-fcda-5cd1-a099-8d158e97ca21

Feed Name: CIO Security

Date Published: 2026-04-23

Date Updated: 2026-04-24

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The excerpt highlights how poor data quality ('data debt')—incomplete, inconsistent, or duplicated data—undermines AI deployments by causing model underperformance, exposing duplicate or unclear fields, and increasing iteration cycles and operational costs as teams spend time fixing data pipelines rather than improving models.

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