Explore the concept of "citizen data scientists" and their impact on the data science field in this 32-minute conference talk. Delve into the controversy surrounding untrained AI builders and their potential effects on established data scientists. Learn about a proposed framework for integrating both skilled data scientists and citizen data scientists within organizations. Discover insights on automation in data science, the maturity curve of AI projects, and strategies for building an automation-first data science team. Gain valuable knowledge on creating AI roadmaps, fostering AI champions, and effectively communicating within data science teams. Understand the challenges faced in AI projects and how to overcome them through automation and proper team structuring.