Real-world health data platform with AI-powered insights
Evidation operates a health measurement and engagement platform that ingests real-world data from millions of individuals and translates it into clinical insights and personalized guidance. The tech stack—Rails, React Native, Snowflake, dbt, Kafka, Kubernetes—reveals a full-stack consumer+data infrastructure, now adopting GitHub Copilot. Recent hiring velocity has slowed (1 role posted in 30 days) and remains concentrated in engineering and data, with pain points centered on ELT platform scaling and integrating fragmented healthcare data sources.
Evidation is a digital health company founded in 2012 that measures and improves health outcomes through real-world data collection and analysis. The platform connects directly with individuals to capture everyday health signals, then uses machine learning to convert those signals into actionable insights for patients, providers, and researchers. The company runs a privacy-centric architecture across consumer mobile (Expo, React Native), cloud infrastructure (AWS, Kubernetes), and a modern data stack (Snowflake, dbt, Airflow, Kafka). Active projects span ELT platform evolution, AI/ML capabilities, and pre-sales and post-sales implementation across multi-year healthcare partnerships.
Evidation's stack includes Ruby on Rails and React Native for product, AWS and Kubernetes for infrastructure, Snowflake and dbt for analytics, and Kafka/Kinesis for streaming data pipelines. The company is currently adopting GitHub Copilot for development.
Current projects include ELT platform evolution, AI/ML platform capabilities, AI-assisted development frameworks, integrating diverse healthcare data sources, and closing multi-year strategic partnerships with healthcare clients.
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