Applied AI systems
LLM applications, RAG systems, agentic workflows, NLP, and decision-support tools designed around real business processes.
Applied AI 路 Data Science 路 Product Engineering
I build AI and data systems that turn ambiguous operational problems into working products.
I am a data scientist and founder-builder with experience developing machine-learning systems, LLM applications, production data pipelines, internal tools, geospatial platforms, and automated business workflows.
My work combines analytical depth, software execution, and operational problem-solving.
CurrentData Scientist 路 Buyers Edge PlatformEducationUniversity of FloridaMS in Information Systems
$6M+operational impact
50M+product records processed
94Kcalls analyzed
9K+product variants automated
What I build
I build complete systems鈥攏ot isolated models.
Data products and machine learning
Production pipelines, forecasting systems, classification models, analytical tools, model monitoring, and operational dashboards.
Product and software engineering
Full-stack platforms connecting interfaces, APIs, databases, authentication, business rules, and external services.
Automation and geospatial systems
Automated workflows spanning geographic data, order processing, rendering, customer delivery, and physical fulfillment.
Featured case studies
Selected work with a clear path from technical build to operational use.
Data Science 路 Network Analysis
Spice Network
Parsed roughly four million recipes into interactive ingredient, spice, and cuisine relationship networks.View case studyAgentic AI 路 Data Products
Agentic Dashboard Builder
Turns a user-designed dashboard into an approval-gated, governed pipeline built from output requirements and data constraints.View case studyGeospatial Product 路 Automation
Isochrone Renderer
Turns a map configuration into queue-backed static and animated accessibility renders using OpenStreetMap and Valhalla.View case studyProfessional experience
Enterprise scale, founder urgency, and systems that get used.
Buyers Edge Platform
Data Scientist
Builds reliable data products and modeling workflows that make large, messy product datasets useful across the business.
July 2024鈥揚resentUnited Natural Foods, Inc. (UNFI)
Data Scientist I
Delivered decision tools and AI workflows for shrink, food safety, operating procedures, and customer feedback.
March 2023鈥揓une 2024Fortegra Financial Corporation
Data Scientist & Leadership Development Program Associate
Served as the primary data scientist in corporate analytics, translating operational needs into production Python and SQL tools.
August 2022鈥揗arch 2023Remarkable Roads
Founder & Software Engineer
Built a customizable geospatial-art storefront and the automation that took an order to print-ready artwork without manual production work.
November 2020鈥揗arch 2023How I work
I do my best work where the problem is unclear and the system does not exist yet.
- 01
Frame the business question
Identify the decision, user, constraints, available data, and measurable business outcome.
- 02
Design the complete system
Define the data model, workflow, interface, model behavior, integrations, and human checkpoints.
- 03
Build and validate
Develop the application, pipeline, model, or automation and test it against real operational conditions.
- 04
Operationalize
Add monitoring, exception handling, documentation, feedback loops, and a path to adoption.
Let's talk
Looking for someone who can connect AI, analytics, software, and operational execution?
I am most useful when a problem requires both analytical depth and the ability to build the system around the model.