Data integrity is fundamental to regulatory trust and product approval. It extends beyond ALCOA+ into how systems and processes function in practice.
I assess data integrity risks across systems, processes, and vendors, and support the implementation of controls that are both compliant and sustainable.
The goal is to ensure your data is complete, reliable, and inspection-ready across its full lifecycle.
