Improved recommendations within personalized playlists to drive significant growth in listener satisfaction, retention, and Spotify gross profit.

Launched daylist, a viral playlist that changes with you throughout the day—to find yours, just search for "daylist." Currently working to improve the 'echo chamber' problem, where recommendations become more familiar and repetitive over time.

Built novel ways to enrich messy metadata for internal teams. Worked with ML and data engineers, music experts, ops, and legal and licensing teams to improve publishing metadata. We launched Songwriter pages—the first among streaming platforms—to celebrate songwriters and incentivize better metadata from licensors.

Co-founded Inscription, a design & strategy studio of 6.

Independent product and design consulting for early-stage BI startups, translating open-ended problems into concrete designs, specs, and test plans. Clients include Zenysis and Cerebra Technologies.

Led all things design for a 501(c)(3) organization that aims to empower marginalized groups in technology, science, and art. [Part-time] See more @ emwbookstore.com

UX research and design for a new version of the flagship product, Fusion, a Solr-based enterprise search and analytics platform.