Master's degree or PhD in a relevant technical field.
Twelve or more years of relevant experience, including management experience.
Experience managing data science, AI/ML, software engineering, or multidisciplinary technical teams.
Experience leading production AI/ML or engineering technology programs.
Experience with technical architecture and engineering standards.
Experience with GCP and cloud-based platforms.
Experience hiring, coaching, and developing technical talent.
Experience with governance, quality, security, and operational accountability.
Experience coordinating with engineering, IT, cybersecurity, legal, and other cross-functional partners.
Strong software engineering or data science background.
Experience with spec-driven development and AI-assisted software engineering.
Experience managing distributed or international teams.