I work where analytics engineering, machine learning, and product design meet. I build the pipelines underneath, the interfaces on top, and the narrative that helps people trust what they see.
Four projects. Different problems. The same obsession with useful outcomes.
Making transportation performance visible before it becomes a fire drill.
An AWS-style transportation control tower unifying shipment records, scan-event logs, and carrier costs into tested warehouse marts, route alerts, and demand forecasts.
My favorite systems feel calm because the hard thinking already happened.
Start with the person, the pressure, and the choice the system needs to improve.
Shape source data into tested models, legible metrics, and evidence people can question.
Turn the analysis into an interface, workflow, or recommendation that earns its place.
