Research

Family Business Center · Research

Research that shows up on Monday.

Active studies designed to deliver practical tools and insights directly to members. Full findings, toolkits, and demos live in the member library.

Active studies

GenAI for Personalized Marketing

2.1–2.8× higher click-through

Culturally intelligent AI ads for San Bernardino County micro-family retail and restaurants, with the largest gains for firms under five employees. Output: an open-source prompt library for Inland Empire family businesses.

Quantum-Inspired Forecasting

14–21% lower forecast error

Financial forecasting for Inland Empire family service businesses, accessible to firms without in-house data scientists. Output: an actionable policy brief for SBDCs and family business associations.

AI Adoption Barriers (pilot)

2026 faculty-led pilot

Student research teams deliver practical takeaways to members on what actually stops a family firm from adopting AI — and what removes the obstacle.

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