Can AI transform healthcare if the underlying data is incomplete, fragmented or inaccurate?

On this episode of The Healthcast, Phil Zappone speaks with Ryan Leurck, Chief Analytics Officer and Co-Founder of Kythera Labs, about healthcare’s hidden data problem and why better data—not simply more advanced AI—will shape the industry’s future.

Ryan shares how his background in aerospace engineering and complex systems optimization led him into healthcare analytics. He explains why claims and EHR data are difficult to analyze, how Kythera Labs turns fragmented records into structured information and why healthcare leaders must verify the answers produced by AI.

They also discuss how hospitals can use data to understand patient leakage, referral patterns, market share and opportunities to improve service lines. Ryan shares an example in which a health system discovered substantially more patient leakage than it previously recognized, leading the organization to revise its strategy.

In this episode:

• Ryan’s transition from aerospace engineering to healthcare analytics
• Why healthcare data is often incomplete, inconsistent and difficult to interpret
• How medical claims can be reconstructed into meaningful patient-care events
• Why raw data can produce confident but inaccurate AI answers
• Increasing AI accuracy by cleaning and structuring healthcare data
• How hospitals identify patient leakage and out-of-market care
• Reducing the data-preparation burden on analytics teams
• Protecting patient information when implementing AI
• Why verification, validation and governance are essential
• The opportunities and challenges AI may create over the next five years

CHAPTERS
00:00 Introduction
00:43 From Aerospace Engineering to Healthcare Analytics
03:55 The Meaning Behind Kythera Labs
05:08 Discovering Healthcare’s Hidden Data Problem
08:59 Building Companies with a Trusted Founding Team
10:38 Business Challenges and Finding Focus
12:20 How Kythera Turns Messy Claims into Usable Data
17:40 Who Uses Kythera Labs?
19:30 Helping Rural Hospitals Understand Patient Flows
21:46 Why Better AI Starts with Better Data
26:33 Customer Story: Uncovering Patient Leakage
29:24 Starting Analytics with the Right Questions
32:02 Supporting Patient Care Behind the Scenes
33:37 Healthcare’s Next Five Years: AI Opportunities and Challenges
36:02 What Hospital CEOs Should Know About Data and AI
38:41 What’s Next for Kythera Labs?
40:00 Where to Learn More and Closing Remarks

Episode Resources:
Website | https://www.kytheralabs.com/
LinkedIn | https://www.linkedin.com/company/kythera-labs/

Ryan L. | https://www.linkedin.com/in/ryanleurck/

Check out what I do helping small businesses here:
Website | https://nxaihealth.com/
LinkedIn | https://www.linkedin.com/in/phil-zappone-647957379/

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