Beneath the Signal
What AI Can't Replace: The Leadership Work That Makes Healthcare Data Matter.
The leadership work most people never see.
Beneath the Signal is a reflection on what leadership really looks like inside complex healthcare systems. Drawing from more than three decades of experience, Chris Hutchins brings readers into the moments most people never see — where definitions break down, decisions carry real consequences, and trust is either built or quietly lost.
Governance that holds
The committee structures, decision rights, and review cadences that keep AI accountable without smothering it.
Data strategy first
How to sequence the data work so models can be trusted — and how to spot the work that's being skipped.
Human-centered leadership
The conversations executives need to have with clinicians, boards, and vendors before the first model goes live.
Written for the people deciding
- 01Health-system executives evaluating AI investments and vendor partnerships.
- 02Chief data, analytics, and digital officers building governance from the ground up.
- 03Boards and audit committees that need to ask the right questions about AI risk.
- 04Founders and operators selling into healthcare who want to be the trusted partner.
From the introduction
"The signal that matters in healthcare AI is rarely the model output. It's the conversation underneath — about who is accountable, what data we're willing to trust, and which risks we're willing to carry. That's the signal beneath the signal. This book is a guide to hearing it."
— Christopher Hutchins