Selected Work

Modernizing Scientific Software Through Product Design Strategy

How do you modernize mission-critical software used by scientists without disrupting the workflows they depend on? I led the shift from instrument-centered applications to a workflow-centered experience, building toward a more extensible direction for materials science research.

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Workflow model: hypothesis, input, action, output, decision

Simplifying a Scientific Platform to Improve Adoption

A powerful materials platform whose legacy interface made it hard to learn and adopt beyond expert users. I led discovery and product definition, changing the product model — reorganizing a fragmented experience into a single, familiar input–compute–output workflow to lower the barrier to entry for users beyond the expert core.

Reframed a fragmented platform into one input–compute–output workflow

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The simplified product model: a single input, compute, output workflow that replaced a fragmented set of stages

Designing the Human Layer in an AI Workflow

Photographers didn’t trust automated picks they couldn’t interrogate or correct — earlier automation attempts had failed despite the technology working. I led UX strategy and product design direction to orchestrate 30+ ML algorithms into a single calibration-driven workflow, making recommendations legible, adjustable, and reversible rather than automating photographer judgment.

Reported review time: approximately 18.5 hours to about 1 hour.

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Curator AI photo curation workflow

Additional Work

Bedside Pharmacy Fulfillment Directing research and UX architecture to carry an undefined bedside pharmacy concept toward a shared workflow model and an implementation-ready design direction. ShotSense — Explainable Performance Advisor An independent product experiment turning isolated golf statistics into comparative benchmarks and a ranked, explainable practice priority.