Complex data.
Clear decisions.
Useful software.

The challenge. Complex distribution metrics need consistent definitions and responsive reporting across multiple business views.

My contribution. Architected SQL roll-ups and Power BI reporting, with attention to calculation logic, model design, and responsiveness.

Review focus. Validate results against business definitions and use stakeholder testing to refine the reporting experience. Status: User acceptance testing (UAT), as of October 2026.

The challenge. Regional and territory reporting does not always provide the detail needed to understand a plan at the customer level.

My contribution. Extended the analytical approach from SKU-level operating plans toward customer-level reporting.

Illustrative validation approach. Reconcile allocated totals to source plans, make allocation assumptions visible, and review exceptions. This describes a sanitized methodology, not confidential implementation details or a claimed production result.

My role. Product direction, requirements, and iterative development with AI assistance. The project has been tested in actual rounds and a tournament.

What I am learning. Translating scoring rules into application behavior, evaluating generated code, and using real-world feedback to improve usability.

Access. Currently a closed beta. A walkthrough is available by request.