Industry Data & AI Readiness Survey Question Title * 1. What best describes your current role? Data Engineer Data Analyst Data Scientist / ML Engineer Data Architect Data / Analytics Leader (e.g., Head of Data, CDAO) IT / Infrastructure Leader Other (please specify) Question Title * 2. How many years of experience do you have in data & analytics? < 3 years 3–7 years 8–12 years 13–20 years 20+ years Question Title * 3. Which industry does your organization primarily operate in? Financial Services Healthcare / Life Sciences Retail / eCommerce Technology / SaaS Manufacturing Government / Public Sector Media / Entertainment Education Other (please specify) Next