Moving beyond static reports, modern data analysis increasingly demands dynamic, interactive dashboards. This necessitates a rigorous approach, mirroring established program development methodologies. Instead of simply aggregating data and presenting it, a true data-driven dashboard is crafted as a product, involving requirements gathering, layout,