• Led Spotify's largest machine learning initiative, driving a 4% increase in music discovery (equivalent to 11M users in 6 months) through reinforcement learning technology and UX enhancements.

• Co-led cross-functional AI safety governance for Spotify's consumer agent products, partnering with Trust & Safety, Legal, and engineering to establish oversight processes as the product shifted from input filtering to output alignment across Promptable Playlists, About the Song, and open-ended chat.

• Delivered the first major Home UX redesign in 10 years, overseeing cross-functional collaboration across US and EMEA time zones.

• Chief operator of a 90+ person team managing Spotify's Home surface, the primary product entry point for over 50% of Spotify's 650M users.

Member of the teaching staff for masters-level Technology Management class, Leading Disruptive Change in a Digital Economy.