CareersPortfolio Clinic · Reproducibility
A Portfolio Project Without Tests Is Just a Screenshot
A polished dashboard shows what you built. A tested, rerunnable project shows why the result should be trusted. Here is the minimum audit trail every serious data portfolio needs.
Ibrahim Denis Fofanah·Sep 8, 2026·8 min