Frontline Investigation

Sep 7, 2026 · Big Data

Why More Data Interfaces Make Quality Issues Harder to Trace

As data interfaces proliferate, quality issues shift from simple errors to semantic drift across systems; this article analyzes meaning, time, and responsibility drift, proposes a four-question lineage framework, and advocates lightweight change records to maintain trust in evolving data ecosystems.