Entity resolution quality is not only a matching problem. It is a systems problem. Data standardization, source trust weighting, and monitoring feedback loops often contribute more than one-time threshold tuning. In regulated environments, explainability matters as much as precision. Build dashboards for false positive and false negative slices by segment. Then align business owners on acceptable tradeoffs before release. ER improves when engineering and domain context move together.
2026-02-02 • 3 min read
Entity Resolution Lessons from Banking Implementations
What improves ER outcomes in production beyond model tuning.