The exponential growth of data demands a shift from quantity-driven to purpose-driven data use. Data with purpose focuses on intentional collection and application aligned with measurable societal benefit. Excessive and unfocused data collection often obscures insights, increases operational complexity, and magnifies ethical risk [1]. Purpose-driven data practices ensure that information serves defined objectives, particularly in sectors where human well-being is directly aff