Jan 2026 - Present
Clinical Data Lead
SmartAlpha
Personal Website
Clinical Data Lead | AI-Assisted Ultrasound
I focus on turning clinical workflows into high-quality, traceable data systems that support model reliability and regulatory readiness.

Jan 2026 - Present
Clinical Data Lead
SmartAlpha
Mar 2022 - Feb 2026
Clinical Data Engineer
SmartAlpha
Projects
Project cards are intentionally concise so visitors can quickly understand the scope and impact.

2022 - Present
Designed and managed validation-oriented clinical data pipelines for AI ultrasound programs.

2023 - Present
Created a metadata-first quality system to detect capture drift before model training.

2018 - 2019
Delivered model satellite electronics and mission support with the grizu-263 team.
Blog
A cleaner, Medium-style reading flow with focused article summaries.
February 2, 2026 · 14 min read
A practical operating sequence for connecting intended use, protocol design, data quality, and defensible model claims.
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January 19, 2026 · 13 min read
A practical operating model for controlling variability across devices, operators, and sites without slowing delivery.
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December 5, 2025 · 12 min read
Label throughput is important, but label consistency is what protects model trust and long-term model performance.
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