In engineering assessments, accurate and reliable data is the foundation for sound decision-making. Yet, uncertainty in data—whether due to limitations in measurement techniques, variable loading conditions, or incomplete records—is an ever-present challenge. This article explores common sources of data uncertainty, guidance from API-579 and API-580 on managing it, and how to leverage risk matrices and […]