Insights

Ideas worth building around.

Women’s athletics. Responsible AI. Organizational growth. The systems underneath all three.

Insights from Resilience Ventures LLC examines what happens while something is still being built: the decisions being made, the gaps beginning to show, the people expected to carry the work, and the operating systems that will remain long after launch.

Some pieces are research-driven. Some are field notes. Some are questions organizations should be asking before temporary workarounds become permanent systems.

Because what gets built early becomes what everyone else has to live with later.

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Research Brief/Women's Athletics · Responsible AI

AI in College Athletics: Who Owns Athlete Data When a Player Transfers?

Athlete information can sit across education, health, performance, wearable, analytics, and vendor systems at once. This brief explains why those categories can be governed differently, what the NCAA has said about performance technology and transfer-related medical information, and the operating questions institutions should answer before expanding collection.

  • Women's Athletics
  • Athlete Data
  • Responsible AI
  • Human Impact

By Tamara C. Kelley, Founder and Principal, Resilience Ventures LLC·September 4, 2026

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Where the writing meets the work

  • Women athletes and a coach gathered in a strategy huddle beside a track at golden hour.

    Women's Athletics

    Growth, opportunity, athlete experience, and the operating structure around a program.

  • A diverse professional team reviewing an AI workflow on a glass board and laptop in a warm office.

    Responsible AI

    Boundaries, named reviewers, escalation, and documentation staff can actually follow.

  • A deep plum architectural interior where a curved wall and thin gold lines frame a sunlit opening.

    Systems + Implementation

    How the work gets done after launch, and what happens when workarounds harden into process.

  • Two public-sector professionals reviewing a tablet together outside a civic building.

    Public Institutions

    Public-facing obligations, bounded pilots, and the readiness that purchasing requires.

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