Hi, I'm Topher.

I am a data scientist and business architect based in Salt Lake City, Utah. I've done a lot in life, from managing e-commerce operations and process manufacturing to software development and even studio and stage multimedia production. Now, I am focused on evangelizing open-source inference-based technologies to empower human creativity.

Throughout my career, the thread through it all is the same: transmuting complex and chaotic, real-world information into clear data-driven signals for decision-makers. I'm purpose-driven to solve problems that intersect creative enterprise with technology; not merely just by what the numbers say, but how human action moves them.

Having now completed a Master of Science in Data Analytics, Data Science through Western Governors University, I aim to contribute wherever analytical thinking, business judgment, creative production, and emerging technology converge. Currently I'm focused on Human-AI Interaction and developing a theory of Universal Heuristics based on applied studies in Human Action.

Projects

Sentimentary

A Utah-native AI lab founded on a public sentiment research engine. Read the white paper.

Hermes Kanban-Advanced Workflow

A six-sigma multi-agent workflow for Hermes Agent.

Research

Integral Principles of Interpersonal Conflict

A practical model for diagnosing and resolving interpersonal conflict across subjectivity, objectivity, greed, and fear.

The Effects of Poverty, Ethnic Heterogeneity, and Residential Instability on Property Crime

An empirical study of community conditions behind property crime in U.S. cities, with notebooks and derived data.

Sentimentary: The Answer to Machine Learning Emotional and Cultural Intelligence

The positioning paper behind Sentimentary: measuring what a machine reads, and keeping a human accountable.

The White-Label Analytical Delivery Model

How middle-market firms recover analytical capacity without offshoring judgment or letting ungoverned generative AI erode the credential.