Data Bricklaying Diary

Nov 5, 2026 · Big Data

Calculating Dataset ROI: TCO, Marginal Value & Stage-Gated Investment Decisions

This article defines a rigorous framework for dataset investment decisions by breaking down total cost of ownership into five categories, validating marginal data value through controlled experiments and learning curves, and establishing stage-gated financial criteria to prevent over-investment in low-impact data.