*1.What best describes your current role?(Required.)

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)

*2.How many years of experience do you have in data & analytics?(Required.)

< 3 years

3–7 years

8–12 years

13–20 years

20+ years

*3.Which industry does your organization primarily operate in?(Required.)

Financial Services

Healthcare / Life Sciences

Retail / eCommerce

Technology / SaaS

Manufacturing

Government / Public Sector

Media / Entertainment

Education

Other (please specify)