Michelle Weirathmueller, PhD
Waveform Analytics
Wilmington, NC · est. 2024
Selected work
Science · 2018-ongoing
Spec-driven animal movement and sound exposure modeling in support of regulatory compliance and the protection of marine fauna. Includes comprehensive test coverage and fully reproducible outputs. Built to be handed off with documentation that users and future developers can actually use.
Science · 2024-ongoing
Collaborative research with Liz Ferguson (Ocean Science Analytics) testing whether acoustic indices can predict biological activity in a temperate estuary. Indices predicted presence reliably (AUC 0.74–0.92) but not activity counts. This is a practically important distinction for large-scale PAM monitoring programs.
Results viewer ↗
Tools · 2026-ongoing
A scientific adaptation of GitHub's spec-kit — bringing spec-driven development to scientific software. Makes reproducibility, documentation, and rigorous process a built-in part of the workflow rather than an afterthought. Designed to work across AI coding tools via an adapter system.
Github page ↗
Community · 2026
Neighborhood discovery app for Pleasure Island, NC. Promotes local businesses, events, and community resources. Built to production standard, not just 'good for a side project.'
Local sunshine web app ↗
About
I founded Waveform Analytics in 2024 after more than a decade in ocean acoustics. I held graduate research positions (University of New Hampshire, University of Washington - Seattle), modeled marine animal noise exposure at JASCO Applied Sciences, and eventually realized I wanted to build the tools, not just use them.
My background is in marine acoustics and engineering, but what I actually do is build things: scientific analysis pipelines, software tools, community web apps, data workflows, documentation systems. I work across domains: marine science, civic tech, family tools — and hold the same standard across all of them.
I care about process as much as product. I follow spec-driven development, write tests, and document everything with the assumption that a future developer (or future me) will need to pick it up cold. Reproducibility isn't a bonus — it's the job.
Education
PhD Oceanography
University of Washington, 2016
MS Ocean Engineering
University of New Hampshire
BS Geomatics Engineering
University of New Brunswick
Stack
Python · Next.js · TypeScript · D3 · Marimo · uv · PostgreSQL
Contact
Interested in working together, or just want to talk about something you're building? Get in touch.
michelle@waveformanalytics.com