The Goldilocks Zone: How Early is Too Early to Assess a System for Data Integrity Risks?
In the regulated world of GxP (Good Practice) laboratories and manufacturing, data integrity is no longer just an IT concern—it is a fundamental compliance pillar. The guidance from ALCOA+ (Attributable, Legible, Contemporaneous, Original, Accurate, plus Complete, Consistent, Enduring, Available) has forced organizations to shift left, integrating data integrity into the design phase rather than bolting it on at the end. But a dangerous myth has emerged: “You can never start too early.” In reality, assessing a system for data integrity risks too early is just as damaging as assessing too late. It leads to wasted resources, analysis paralysis, and false confidence.
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