Value Over Volume: Why AI Makes Data Professional Fundamentals Matter More Than Ever

Data professional fundamentals have never been more valuable, yet for years the industry measured progress by volume: lines written, data products shipped, pipelines grown, dashboards created. AI has now exposed how little these metrics ever said about actual impact. The real cost of software was never in the writing. It was always in the thinking behind it . Delays were rarely caused by coding…