Selected work

OPPORTUNITYOncology teams lacked a reliable way to stratify bladder cancer patients by progression risk and immune response.

WHAT I BUILTAn end-to-end genomic analysis pipeline — expression profiling, pathway enrichment, and immune deconvolution — across 233 patient samples.

IMPACTSurfaced candidate biomarkers for patient stratification, the kind of signal a diagnostics product would build on.

OPPORTUNITYConsumers receive dense genetic and health data they can't interpret or act on.

WHAT I BUILTA consumer health product concept that translates genomic results into clear, prioritized, actionable guidance.

IMPACTEnd-to-end product and UX design connecting complex genomics to everyday health decisions.

OPPORTUNITYPayers and patients struggle to anticipate medical charges, making budgeting and pricing opaque.

WHAT I BUILTAn interpretable regression model that quantifies how demographics and clinical factors drive cost.

IMPACTA transparent cost estimator that surfaces the top drivers — directly usable in a quoting or planning tool.

OPPORTUNITYPoor posture is common and nearly impossible to self-correct without live feedback.

WHAT I BUILTA real-time computer-vision app using pose estimation to detect and flag posture deviations from video.

IMPACTA working consumer prototype delivering instant feedback — a foundation for a wellness product.

OPPORTUNITYPublic-health teams needed to know which factors protected youth mental health during the pandemic.

WHAT I BUILTA cohort analysis with regression modeling to isolate the strongest protective and risk factors.

IMPACTIdentified key resilience predictors to target support where it matters most.

OPPORTUNITYReal-world evidence lives in fragmented, poorly documented datasets, making discovery slow and quality hard to trust.

WHAT I BUILTA full-stack platform for ICA.ai that unifies RWE datasets behind AI-powered discovery, automated FAIR quality scoring, and real-time team collaboration.

IMPACTCut data discovery time by 75% while making dataset quality visible and comparable across teams.

OPPORTUNITYSmoking status is buried in free-text clinical notes, making it costly to extract for research and risk models.

WHAT I BUILTA 5-class NLP pipeline combining Bag-of-Words features, ADASYN rebalancing, and fine-tuned ClinicalBERT across multiple classifiers.

IMPACTAutomated smoking-status classification from discharge notes, replacing manual chart review with a reproducible model.

OPPORTUNITYDoor-to-balloon delays in STEMI care directly worsen patient outcomes, yet the workflow was reactive and manual.

WHAT I BUILTA redesigned door-to-balloon workflow in OpenEMR using alert-driven interventions on a synthetic MGUH STEMI cohort.

IMPACTReduced PCI delays and improved modeled 3-month mortality outcomes for the cohort.

OPPORTUNITYStress is continuous and physiological, but most interventions are manual and arrive far too late.

WHAT I BUILTAn ML pipeline that classifies stress from wearable sensor signals and integrates with Spotify to trigger calming, adaptive playlists.

IMPACTA closed-loop wellness prototype that senses stress and responds in the moment with music therapy.