Researched what makes a successful job application by gathering 243 real designer applications and enlisting 16 hiring managers from Intercom, Revolut, Miro, and others. Trained an ML model that predicted application success with 75% accuracy.

Created the Digital Product Design curriculum at British Higher School of Art and Design, covering Agile processes, web/mobile development, design systems, and user testing. Achieved 93% approval rating — well above the 80% average.

Python library for generating layered color palettes using logarithmic lightness scales. Supports light/dark modes and generates CSS variables. Eliminates the need for opacity adjustments in design systems.

Pro-bono office hours helping designers with job search, career paths, and burnout. Received 100+ registrations in two weeks; conducted individual sessions with 80+ designers.

Published book on trademark creation and registration from a designer's perspective (Mann, Ivanov & Ferber). Later made available free online, now averaging 11 minutes time-on-page with 40,000 annual visitors.