Work projects and research

Company

Interhuman AI

Summary

Built a behavioral science ontology and annotation framework that powers Inter-1, the first omnimodal model purpose-built to understand human social signals.

• Built the foundation for Inter-1, including the social signal ontology, annotation rubrics, and ground truth aggregation pipeline enabling the model to detect human behavior from video, audio, and text simultaneously.
• Developed a Conversation Intelligence Framework, translating behavioral science into a production-grade human interaction scoring system.
• Led model evaluation, combining quantitative benchmarks with human expert studies demonstrating Inter-1's best-in-class capabilities.

Company

Inhalation

Summary

Behavioral modeling project on how self-consciousness shapes high-stakes contract decisions in the London commercial property market.

• Developed a conceptual and computational framework to simulate how emotional tension, identity investment, and cognitive load influence contract-signing behavior.
• Integrated research from social psychology and consumer behavior on self-consciousness, impression management, and socially sensitive purchasing decisions.
• Designed a modular agent-based model structure allowing adaptation across industries (commercial property, finance, tech) and contract types (traditional lease, serviced office, managed office).

Company

Emerging Trajectories

Summary

Applied AI and market intelligence research to anticipate risks, opportunities, and macro shifts for clients including HP, GoodMills, and Morgan Stanley.

• Designed structured keyword-discovery workflow to retrieve high-signal news from large media APIs and reduce topic noise.
• Built prompt frameworks to turn raw article streams into scenario hypotheses and forward-looking narratives.
• Produced sector-specific outlooks combining geopolitical events, economic indicators, and behavioral drivers for client briefings.

Company

Toptal

Summary

Mandate to identify untapped industries and high-value prospects for go-to-market execution.

• Built a data-driven industry evaluation model using 22 metrics from sources including US BLS, Lightcast, and BlackRock to score industry attractiveness and ability to win.
• Produced industry scorecards and prospect-needs discovery outputs covering outlook, strategic priorities, technological needs, and SWOT.
• Prioritized Healthcare and Life Sciences, Financial Services, and Industrials for prototyping; work informed outreach campaigns and launch of a new consulting offer.

Company

Covered by NDA

Summary

Behavioral intervention design with a micromobility company to reduce parking violations.

• Ran a survey of 500 riders in Germany to identify behavioral drivers of non-compliant parking and define target segments.
• Designed two app interventions based on social norms and care priming (context-specific parking pop-ups).
• Achieved a 12% reduction in measurable parking violations and reduced local authority claims.

Company

Covered by NDA

Summary

Behavioral experimentation with a banking partner to improve credit-card adoption.

• Executed two randomized online studies (n=1,000 each, EU 18+) via Qualtrics to test product and information design changes.
• Study 1 tested card color (red vs black); Study 2 tested information framing with and without a non-informative positive image.
• Preliminary outcomes showed +11.8% hypothetical take-up for black cards and +4.8% for image-supported communication.