Case Studies
Worked examples showing the skills in action end-to-end.
Worked examples: full pipeline runs from real projects, sanitized and published.
Case Studies
- Reducing Data Pipeline Latency to Enable Real-Time Decision Loops — Redesigned batch pipeline to streaming architecture, reducing data lag from 2-3 days to <2 hours and enabling new decision workflows
- Preventing Metric Theater in Drug Discovery ML — Designed evaluation framework combining offline validation with online performance tracking to de-risk multimillion-dollar compound selection decisions
- Build vs Buy: Strategic Analysis for Analog Generation — Quantitative analysis guiding $250k+ partnership decision — ROI modeling revealed internal model needed 50× improvement, recommended hybrid approach balancing near-term progress with long-term IP
- Learning Agendas: Bringing Research Rigor to Product Decisions — Designed decision framework cutting R&D cycle time 20% by pre-defining success criteria and pivot triggers — applied academic experimental design to product strategy
- From Data Crisis to Data Culture: The STAT6 Incident — Led 6-week crisis response resolving data integrity failure — transformed incident into governance framework reducing future incidents from 3 to 0
- Standardizing Montai's App Ecosystem with R Shiny — Converged fragmented app development onto single framework, cutting development time 66% — balanced team skills with deployment simplicity to accelerate internal tool velocity
- Scaling AI-Driven Drug Nominations from 250 to 7,000 Compounds — Built pipeline scaling compound nominations 26× while improving hit rates from 5% to 27% — phased rollout strategy balanced speed with quality gates