Probabilistic modeling
Bayesian time series, missing-data inference, and scenario simulations, potential outcomes estimation
Hey, I'm Mason
Full-stack analytics for probabilistic, real-time decision making.
I build end-to-end data products—pipelines, probabilistic models, APIs, and the narratives that go with them. My background spans backend development, data engineering, and data science, so nothing gets lost between layers.
Backend developer
API design, data contracts
Data engineer
Pipelines, semantic layers, real-time analytics
Data scientist
Probabilistic modeling, experimentation, Bayesian decision science
About
I am a data scientist-engineer, delivering full-stack analytics support in the manufacturing industry. I currently, live in Alaska with my family. I enjoy cooking and hiking with my wife and (now) two year-old.
- Building full-stack analytics stacks for rebar manufactures across the US
- Writing about Bayesian operations for real-time products
- Providing mentorship to young developers shrouded in the uncertain times of AI
Capabilities
Full-stack analytics in practice.
Experiment design
Crafting trustworthy experiments using the field's most advanced algorithms
Database optimization
Modeling the analytics semantic layer in on-prem and cloud infrastructure
Data engineering
Streaming and batch pipelines and transformation layers that make real-time analysis work.
About
How I like to work with teams.
My work pairs backend craftsmanship with probabilistic modeling, so every metric or model is grounded in well-behaved data. I’m happiest when we can whiteboard, write, and ship products that make decision-making under uncertainty clearer.
Full-stack or Bust
I stay close to the entire data surface area— from schema design to final narrative— so insights stay traceable.
Decision Clarity
I provide not just insights but mental models that define your data-driven culture
Always a Better Way
I work towards improving current operations and processes to make life better for developers and end-users
Writing
Field notes
Let’s work together
If your team needs a unique mix of backend rigor and probabilistic modeling, I’d love to hear from you.
Send a note with the decision you’re trying to improve, or ask me to sketch a roadmap for a full-stack analytics revamp.