Download in the lab2/1/2024 ![]() Data Security – data is secure from loss, alteration, or theft.Data Traceability – data is tracked throughout its lifecycle.Data Integrity – data is complete, consistent, and accurate. ![]() An Enhanced Strategy for Data Integrityĭata governance includes four components – data integrity, data traceability, data security and data quality. Designing and implementing a complete data-governance strategy will help keep track of results and comply with audits. For laboratories seeking compliance with GLP, GMP and GAMP regulations, it is important to have records or documented evidence of all relevant analyses that are easily accessible for audits. Most often, the issue is incomplete data, which is preventable with the right solutions. Lack of data integrity is the main reason cited from warning letters issued by the US Food and Drug Administration (FDA) sent to companies. User skills and knowledge (theory of applications, technologies, methods, tips and tricks).Time reduction quick adjustment and scalability of methods.Sustainable design (futureproof modular design long lasting).Shift to the next level measurement process (from manual to automated, or to on-line measurement automation).Reduction in operating costs Total cost of ownership Maintenance cost reduction.Productivity (released time from the team) Uptime Optimize processes.Preventive maintenance Minimize downtime.Connectivity Software solutions Data flow from one instrument to another.
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