Portfolio
Goals into outcomes
Flagship projects
- Interactive demo
Flagship platform · AI-enabled Medical Affairs operations
MPM Control Tower
One governed place for tactics, budgets, travel, approvals and investment decisions, with about 170 rules, knowledge graphs and MAESTRO agents behind every answer.
- Interactive demo
Launch dashboards · Data visualization
Launch Excellence & Data Visualization
Medical launch dashboards that put cross-functional launch signals on one page: initiation and titration, field medical engagement, adverse-event themes and a weekly performance view.
- Interactive demo
AI prioritization · Microsoft Copilot
Gap Assessment & AI Prioritization
One transparent prioritization rule for the Eye Care, TNT and Therapy Area 3 gap assessments (Anchor 6), developed with Microsoft Copilot in PowerPoint, Word and Excel, so every market ranks evidence gaps against strategic themes.
- Interactive demo
Stakeholder intelligence · Knowledge graph
Stakeholder Intelligence Map
Who shapes the evidence, not who publishes most: a 0–100 influence score on 11 transparent dimensions, a network map of guideline committees and the engagement gaps to close first.
Featured work by area
Congress & Stakeholder Intelligence
Who shapes the evidence, what competitors presented and what it means, turned into intelligence teams can act on.
- Interactive
EURETINA Stakeholder AI Intelligence Map
An AI-first rethink of expert engagement that answers what KOL lists can't: are we reaching the experts who shape evidence?
- Interactive
Congress Competitive Intelligence with Copilot Notebooks
Congress competitive intelligence that took several weeks to prepare now starts from one Copilot Notebook: the team shares CI APEX reports, publications, strategy team…
Congress Abstract Intelligence
Turns congress programs and abstract books into scored, strategy-aligned intelligence: an LLM-ready program dataset, abstract dashboards ranked against the Scientific…
Agentic AI
Human-agent teams with rules, evals and people deciding.
- Interactive
MAESTRO Agentic AI
A human-agent team for Medical Affairs on the company's approved LLM gateway.
- Interactive
Gap Assessment & AI Prioritization
One transparent prioritization rule for the Eye Care, TNT and Therapy Area 3 gap assessments (Anchor 6), developed with Microsoft Copilot in PowerPoint, Word and Excel…
- Interactive
Retina Evidence Hub Automation
Evidence screening redesigned: hours of manual literature review become a prioritized publication list aligned to field insights and TA strategy, with reviewers deciding…
Strategic Operations and Automations
Workflows and program operations redesigned first, then automated end to end.
Asana Enterprise PPM, Resource Planning & Goals
The work graph behind the portfolio's 537+ planned and tracked projects: Asana Enterprise with goals and OKRs, resource planning, workflow automation and API…
Fast Start Framework: Strategic Planning
One planning framework used across TNT, Therapy Area 3 and Eye Care.
AI Strategy and Objectives Validator
Strategy validation redesigned for the TNT and Eye Care pilot: every Strategic Imperative and Scientific Objective is tested against the NECSV 24 Leadership Themes and…
Analytics & insights
From scattered files to models, forecasts and dashboards.
- Interactive
Launch Excellence & Data Visualization
Medical launch dashboards that put cross-functional launch signals on one page: initiation and titration, field medical engagement, adverse-event themes and a weekly…
- Interactive
Narrative Data Visualization: Causes of Death in the US
A hand-coded D3.js narrative visualization of US death rates from 2000 to 2017, built on the martini glass structure: three annotated scenes walk the reader through the…
Power BI Reporting: Financial PLN & EE Panel Insights
Two Power BI dashboards that make planning questions self-serve.
Model Development & ML Ops
Models trained on years of data, validated, versioned and run in production, with people deciding.
- Interactive
SmartSync Tactical Model: Random Forest Budget Risk Prediction
A random forest trained on five years of tactical budget grids reads each tactic's monthly plan and latest-estimate pattern, predicts its year-end spend and variance…
- Interactive
HEAP-DL: Deep Learning for Healthcare Cost Prediction
My deep-learning thesis project for the Master of Computer Science (AI & Data Science) at the University of Illinois: a neural network with entity embeddings that…
Medical Review Workload & Resourcing Insights
An AI-assisted resourcing analysis for International Eye Care medical review.
Process Mining & Intelligence
Event logs, process maps and spend data that show where time and money go, and a better way through.
- Interactive
Process Mining: Intake to PO Contracting Optimization
Process mining in Celonis on more than 100 Medical Program Management contracting timelines, from tactic intake to PO ordered: the real process map, its variants and…
Medical Affairs Spend Insights: 5-Year Power BI Analysis
The data foundation for spend decisions: 60 Excel files of five-year US and International spend combined into one Power BI model, so the PMO can standardize costing and…
AI-Enabled Financial Planning Dashboard
An interactive allocation dashboard for Eye Care 2027 planning.
Women's Health & Immersive Media
Education and immersive content for clinicians: how a library is organized, previewed and measured.
Women's Health Site: Information Architecture
A site map for a women's health education library: condition hubs with the same pattern of series, provider insights, symposia, a 360 immersion library and resources…
- Interactive
Women's Health VR & 360-Video Experience
A women's health education library built from 2D video and 360-degree virtual immersion: an information architecture for its condition hubs, an original 360 preview, and…
UX Design & Data Visualization
Human-centered design and data storytelling that make complex insights actionable.
Post-Stroke Spasticity Education: MUSICA Infographics
An eight-page infographic series for post-stroke spasticity that teaches ultrasound-guided care through five clinical pearls (anatomy, compare, localize, architecture…
MEI Speaker Programs: UX Research & UI Design
A task-first dashboard design for the site sales reps use to set up, host and close out speaker programs, on the web and the iPad, grounded in research with real users…
Medical Affairs Spend Insights: 5-Year Power BI Analysis
The data foundation for spend decisions: 60 Excel files of five-year US and International spend combined into one Power BI model, so the PMO can standardize costing and…
Mobile apps
Secure, enterprise-grade apps and the platforms behind them.
Application Security Framework: US Patent 9,098,680
Cut delivery cycles by 300 days and saved about $7.5M across 15 apps by building security in from the first line of code.
Pronto: iPad Field Resource Library
An iPad library that put training guides, PDFs and videos in the hands of the company's US field and home office teams, secured by my patented Application Security…
Digital Learning Mobile Apps
A portfolio of iPad and iPhone training apps for the company's US commercial teams, built on my patented Application Security Framework, which secured 15 apps and cut…
More work samples available upon request
Detailed architecture blueprints, additional case studies, and live walkthroughs are available for prospective teams and collaborators.