A practical stack for building applications, investigating failures, automating repetitive work, and explaining systems clearly to technical and nontechnical users.
Application logic, browser interfaces, APIs, and object-oriented programming.
Relational modeling, query work, data cleanup, and usable interfaces over messy source data.
Workflow analysis and repeatable improvements that reduce manual effort without losing auditability.
Deploying browser-based tools, supporting users, and documenting the path from issue to resolution.