OFTW Challenge: speed, focus, and a concise story that reached the podium

Context

Internal app for One for the World (OFTW) focused on key metrics: money moved, OKRs, pledge performance, and an LLM Chat page for natural-language queries.

Analytical MVP

Type checks, category normalization, and conservative imputations.
A single core metric to enable clean comparisons. Avoid unnecessary complexity.
Modular architecture in Dash + Plotly + Flask.

Views

Overview with a clear message.
Comparison by chapter or portfolio using facets.
Detail with ranking and automatic annotations.

Design

Contained, accessible palette.
Useful legends and actionable titles.
Graceful empty states with clear messaging.

Outcome

Awarded third place in the Plotly x OFTW challenge.