Strategy
Roadmaps the C-suite actually funds
Strategy & Roadmap
Data and AI strategy and roadmaps, set with executive partners and tied to outcomes.
For healthcare organizations that need trustworthy data and AI: I design the platforms that turn messy healthcare data into governed, AI-ready assets.
Where Epic, FHIR, and large language models live together without bending the governance rules that keep patients safe.
Experience · 26 years
Data & AI architecture leadership
Capacity returned to teams
Faster quality certification timeline
Deployed agent count
Sets platform strategy and roadmap with C-suite partners; steers cross-functional delivery; hires, mentors, and builds teams; leads AI and data governance, AI-maturity evaluation, and data standardization.
Delivers production AI on governed platforms: agentic and multi-agent systems, a RAG clinical-data-dictionary assistant on Azure OpenAI, AI-native conversational analytics, and LLMs integrated under governance frameworks with human-in-the-loop controls and evaluation.
Architects medallion and lakehouse platforms on Azure, Microsoft Fabric, and Google Cloud, and has built a cloud data function from scratch.
Unifies Epic, FHIR, HL7, DICOM, OMOP, and mCODE data into governed, research-ready sources of truth.
Builds data warehouses, ETL, data models, and BI across healthcare, finance, energy, and aviation.
Epic EHR + FHIR interoperability + DICOM imaging + Azure OpenAI — integrated under one governed platform.
Roadmaps the C-suite actually funds
Strategy & Roadmap
Data and AI strategy and roadmaps, set with executive partners and tied to outcomes.
Every system, one governed truth
Platform Engineering
Dependable, interoperable data foundations built on standardized mapping.
From paper to production, faster
Translational Systems
Research carried through to production across data platforms and AI systems alike.
Trust built in, not bolted on
Data & AI Governance
Data and AI governance, AI maturity evaluation, and data standardization that protect patient safety.
Shipping what’s next, responsibly
Innovation
Hands-on innovation with emerging AI and agentic systems, from inception to implementation, faster.
Questions, collaborations or roles: start in the chat or reach me on LinkedIn.
Links go to ResearchGate where available, otherwise Google Scholar.
Drove research informatics communication and outreach through abstract submissions, podium presentations, tool demonstrations, and journal submissions.
For talks and panels.
A working fleet of AI agents, organized as one system: an orchestrator routes work to specialist clusters, each with a clear job.
Deployed agents so far: 68
Coming soon
Reference architectures for healthcare data and AI are coming soon.
Articles on Medium.
An assistant on Monika’s behalf. For now, LinkedIn is the best way to reach her.