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GARY Chen

@garychen

Senior data engineer building HIPAA-ready, scalable pipelines for analytics and personalization.

United States
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What I'm looking for

I’m looking to build trusted, privacy-aware data platforms—streaming and batch pipelines, strong observability, and governed analytics—so product and ML teams can move faster with reliable, self-serve insights and measurable performance gains.

I’m a Senior Data Engineer spearheading data infrastructure that powers MedMatch and a proprietary EMR platform, enabling personalized care recommendations, provider workflows, and analytics across 2.5M+ subscribers.

I design governed ELT frameworks and dimensional models that standardize transformations across healthcare, operational, and financial domains, and I deliver ML-ready feature pipelines for personalization initiatives using millions of de-identified healthcare records.

I also build privacy-centric architectures with lineage tracking, audit logging, de-identification workflows, and role-based access controls for HIPAA-sensitive environments—while improving reliability, query performance, and self-service adoption through automated testing, observability, data quality monitoring, and incremental processing.

Experience

Work history, roles, and key accomplishments

Hims & Hers logoHH
Current

Senior Data Engineer

Hims & Hers

Jan 2022 - Present (4 years 5 months)

Spearheaded data infrastructure supporting MedMatch and the proprietary EMR platform, enabling personalized care recommendations and analytics across 2.5M+ subscribers. Designed governed ELT and ML-ready feature pipelines with HIPAA-centric architecture, improving query performance by 35%+ and reducing data incidents by ~30%.

Instacart logoIN

Data Engineer

Jun 2017 - Dec 2021 (4 years 6 months)

Engineered the Snowgoose event platform and built batch/streaming pipelines for marketplace analytics, experimentation, and operational reporting across 10+ PB. Modernized Airflow orchestration on AWS, integrated CDC with Kafka and Debezium to improve freshness to near real-time, and migrated transformations to dbt to enable CI/CD for 3,000+ models.

Education

Degrees, certifications, and relevant coursework

Florida State University logoFU

Florida State University

Master's Degree, Computer Science

2013 - 2015

Earned a master's degree in computer science at Florida State University from 2013 to 2015.

Tech stack

Software and tools used professionally

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