AIIM On Air

Author: AIIM International

AIIM On Air -- where we explore the methods, technologies, processes, and people on the front lines of digital transformation in action.
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The Three C's of Data Readiness: Context, Confidence, and Control
Monday, 13 April, 2026

Subhadra Dutta, Senior Engineering Manager at Shell, shares her original framework for evaluating whether your data is ready for AI. Drawing on 20 years of experience across banking and energy, she explores why cultural context matters in global data management, makes a provocative case for rethinking the term "unstructured data," and outlines the essential skills information professionals need to thrive in the AI era. The views expressed by our guest Subhadra Dutta are her own and do not necessarily reflect the views of her employer.