Career Intelligence
A market intelligence system that maps real job demand, candidate evidence, and career pathways instead of reducing fit to a single score.
SYSTEMS AI PRODUCTS RESEARCH
Business operator, independent researcher, and systems builder.
I study complex business and institutional problems, turn them into structured models, and build practical products, operating systems, and AI-enabled tools.
01 / Selected work
A selection of systems, products, and research projects focused on coordination, decision-making, and complex organizational work.
A market intelligence system that maps real job demand, candidate evidence, and career pathways instead of reducing fit to a single score.
A multi-agent orchestration architecture for coordinating specialized AI agents, information boundaries, verification, and human control.
A collaborative marketing production platform designed around multi-company workflows, governance, and shared production infrastructure.
02 / Research & Models
I develop applied frameworks for understanding organizational resilience, coordination, institutional capacity, and decision-making under complex conditions.
Governance / Institutional Systems
A framework for studying how institutions convert policy intent into operational capacity, including implementation platforms, decision capacity, and public return on investment.
Working paper / modelOrganizational Systems
A research model focused on how organizations structure resources, coordination, and resilience under changing operating conditions.
Working modelBusiness / Political Economy
Research on how firms respond to competitive and institutional pressure, including adaptation, protection, resilience, and strategic response.
Research paperCorporate Strategy / Political Economy
Empirical research on foreign-company behavior under geopolitical disruption, including market exit, persistence, ownership structure, and organizational response.
Ongoing research03 / Writing
Books and long-form work on management, organizational systems, technology, and the changing relationship between people and automation.
04 / About
I have spent more than a decade working across business operations, marketing, creative production, and digital systems — first inside companies, then building and running my own agency.
Today my work sits at the intersection of business operations, AI products, and applied research. I am interested in complex environments where coordination, incentives, technology, and human judgment have to work together.
The common thread is systems: understanding how they behave, where they fail, and how to turn that understanding into practical models, workflows, and products.
Building systems for creative production, technical marketing operations, and AI-assisted workflows, with a focus on scalable delivery and cross-company coordination.
Built and led a creative and digital services agency that grew to a 20-person team and served 70+ B2B clients across automotive, industrial, construction, and related sectors.
Worked across digital products, marketing, and automotive operations, including Toyota, Lexus, and Mazda dealer environments.
Early-career work across retail, automotive, DIY, and commercial real estate, spanning design, marketing, and operational execution.